Introduction

Traffic is a common nuisance for all of us, especially those of us who spend much time driving around the DC area. How often do we see drivers who we really wish would get pulled over (and yet, they don’t)! And many of us have heard that red cars get caught speeding more often than any other color car. But are certain people really more likely to get a traffic violation than others? This is the question we aim to answer in this tutorial.

The data can be downloaded from Kaggle and contains information about traffic violations issued in Montgomery County, MD between 01/01/2012 and 04/25/2018. If you want more current data, the dataset from which the Kaggle set was drawn is updated daily.

Getting Started

For this tutorial, you can use your preferred R environment. We suggest you use RStudio–you can easily use RMarkdown, install packages, and much more. You’ll also need the following libraries: tidyverse, broom and Leaflet.

Getting & Cleaning Up the Data

Let’s start out by loading the tidyverse library, which will be useful for cleaning up and manipulating our data. Then, we can read the data file and saving it to a data frame called “dat.” A data frame is basically R’s way of storing a data table. For more information about data frames, see: http://www.r-tutor.com/r-introduction/data-frame.

We can then view the first few rows of the data frame to get an overall look at it. If you prefer to see the whole thing, you can just use the name of the data frame without the head() function. However, since our dataset has over 1 million rows, we’ll just look at the first few.

Note that we will frequently only view the beginning of the output in this tutorial, for the sake of length. However, if you would like to view the entire output, you can remove the head() function from around the name of the data frame, or you can use the View() function.

library(tidyverse) #load tidyverse
## ── Attaching packages ──────────────────────────────────────── tidyverse 1.2.1 ──
## ✔ ggplot2 2.2.1     ✔ purrr   0.2.4
## ✔ tibble  1.4.2     ✔ dplyr   0.7.4
## ✔ tidyr   0.7.2     ✔ stringr 1.2.0
## ✔ readr   1.1.1     ✔ forcats 0.2.0
## ── Conflicts ─────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
dat <- read.csv("~/Traffic_Violations.csv", header = TRUE) #read data as csv
head(dat) #view the data frame
##   Date.Of.Stop Time.Of.Stop Agency
## 1   09/24/2013     17:11:00    MCP
## 2   08/29/2017     10:19:00    MCP
## 3   12/01/2014     12:52:00    MCP
## 4   08/29/2017     09:22:00    MCP
## 5   08/28/2017     23:41:00    MCP
## 6   08/27/2013     00:55:00    MCP
##                                         SubAgency
## 1                     3rd district, Silver Spring
## 2                          2nd district, Bethesda
## 3 6th district, Gaithersburg / Montgomery Village
## 4                     3rd district, Silver Spring
## 5 6th district, Gaithersburg / Montgomery Village
## 6                          2nd district, Bethesda
##                                                                                        Description
## 1                                           DRIVING VEHICLE ON HIGHWAY WITH SUSPENDED REGISTRATION
## 2                       DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS
## 3                                                               FAILURE STOP AND YIELD AT THRU HWY
## 4                                                             FAILURE YIELD RIGHT OF WAY ON U TURN
## 5         FAILURE OF DR. TO MAKE LANE CHANGE TO AVAIL. LANE NOT IMMED. ADJ. TO STOPPED EMERG. VEH,
## 6 NEGLIGENT DRIVING VEHICLE IN CARELESS AND IMPRUDENT MANNER ENDANGERING PROPERTY, LIFE AND PERSON
##                                 Location Latitude Longitude Accident Belts
## 1                        8804 FLOWER AVE       NA        NA       No    No
## 2                  WISCONSIN AVE@ ELM ST 38.98172 -77.09276       No    No
## 3 CHRISTOPHER AVE/MONTGOMERY VILLAGE AVE 39.16289 -77.22909       No    No
## 4        CHERRY HILL RD./CALVERTON BLVD. 39.05698 -76.95463       No    No
## 5             355 @ SOUTH WESTLAND DRIVE       NA        NA       No    No
## 6           CONNECTICUT/CHEVY CHASE LAKE       NA        NA       No    No
##   Personal.Injury Property.Damage Fatal Commercial.License HAZMAT
## 1              No              No    No                 No     No
## 2              No              No    No                 No     No
## 3              No             Yes    No                 No     No
## 4              No             Yes    No                 No     No
## 5              No              No    No                 No     No
## 6              No              No    No                 No     No
##   Commercial.Vehicle Alcohol Work.Zone State     VehicleType Year
## 1                 No      No        No    MD 02 - Automobile 2008
## 2                 No      No        No    VA 02 - Automobile 2001
## 3                 No      No        No    MD 02 - Automobile 2001
## 4                 No      No        No    MD 02 - Automobile 1998
## 5                 No      No        No    MD 02 - Automobile 2015
## 6                 No      No        No    MD 02 - Automobile 2013
##          Make   Model  Color Violation.Type      Charge
## 1        FORD      4S  BLACK       Citation   13-401(h)
## 2      TOYOTA COROLLA  GREEN       Citation  21-201(a1)
## 3       HONDA  ACCORD SILVER       Citation   21-403(b)
## 4        DODG  DAKOTA  WHITE       Citation   21-402(b)
## 5 MINI COOPER      2S  WHITE       Citation  21-405(e1)
## 6     HYUNDAI ELANTRA   GRAY       Citation 21-901.1(b)
##                  Article Contributed.To.Accident  Race Gender
## 1 Transportation Article                      No BLACK      M
## 2 Transportation Article                      No WHITE      F
## 3 Transportation Article                      No BLACK      F
## 4 Transportation Article                      No BLACK      M
## 5 Transportation Article                      No WHITE      M
## 6 Transportation Article                      No WHITE      F
##       Driver.City Driver.State DL.State       Arrest.Type
## 1     TAKOMA PARK           MD       MD A - Marked Patrol
## 2 FAIRFAX STATION           VA       VA A - Marked Patrol
## 3  UPPER MARLBORO           MD       MD A - Marked Patrol
## 4 FORT WASHINGTON           MD       MD A - Marked Patrol
## 5    GAITHERSBURG           MD       MD A - Marked Patrol
## 6   SILVER SPRING           MD       MD A - Marked Patrol
##                             Geolocation
## 1                                      
## 2        (38.981725, -77.0927566666667)
## 3 (39.1628883333333, -77.2290883333333)
## 4        (39.056975, -76.9546333333333)
## 5                                      
## 6

Okay, we can now see a little bit more about what each data point looks like. The good news is that our data seems to already be in a “tidy” format, basically meaning that each row represents a single point of data and each column represents a single variable. (For more about tidy data, see Hadley Wickham’s paper about tidy data.) Here, each row represents a traffic stop, and contains a wealth of data in the columns about that stop–date, time, reason for the stop, make and model of the car, gender and race of the driver, and more.

Another good thing to know is how much data we have: the number of rows and the number of columns.

dim(dat) #outputs the number of rows, followed by the number of columns
## [1] 1292399      35

Looks like we have around 1.3 million rows and 35 columns in our dataset. That seems like plenty of data to work with!

We also need to know the type of data in each column. R has several built-in data types, and when R reads in a dataset, it tries to figure out what type of data each column in the original file has. Sometimes it does a good job; other times, it doesn’t. Let’s see what happened this time:

str(dat)
## 'data.frame':    1292399 obs. of  35 variables:
##  $ Date.Of.Stop           : Factor w/ 2306 levels "01/01/2012","01/01/2013",..: 1714 1562 2123 1562 1556 1546 1798 796 1556 1556 ...
##  $ Time.Of.Stop           : Factor w/ 1440 levels "00:00:00","00:01:00",..: 1032 620 773 563 1422 56 804 39 1422 1422 ...
##  $ Agency                 : Factor w/ 1 level "MCP": 1 1 1 1 1 1 1 1 1 1 ...
##  $ SubAgency              : Factor w/ 8 levels "","1st district, Rockville",..: 4 3 7 4 7 3 5 2 7 7 ...
##  $ Description            : Factor w/ 12632 levels "",")","]","0PERATING A MOTOR SCOOTER ON HWY. W/O REQ. LICENSE OR PERMIT",..: 4364 1302 7120 7775 6798 9102 4364 1236 6875 4357 ...
##  $ Location               : Factor w/ 187000 levels "","011 RIDGE RD",..: 26307 182721 39951 39320 19389 46664 69585 55950 19389 19389 ...
##  $ Latitude               : num  NA 39 39.2 39.1 NA ...
##  $ Longitude              : num  NA -77.1 -77.2 -77 NA ...
##  $ Accident               : Factor w/ 1 level "No": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Belts                  : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Personal.Injury        : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Property.Damage        : Factor w/ 2 levels "No","Yes": 1 1 2 2 1 1 1 1 1 1 ...
##  $ Fatal                  : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Commercial.License     : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ HAZMAT                 : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Commercial.Vehicle     : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Alcohol                : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Work.Zone              : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ State                  : Factor w/ 70 levels "","AB","AK","AL",..: 28 63 28 28 28 28 28 63 28 28 ...
##  $ VehicleType            : Factor w/ 33 levels "01 - Motorcycle",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Year                   : int  2008 2001 2001 1998 2015 2013 1993 2003 2015 2015 ...
##  $ Make                   : Factor w/ 3551 levels "","-","----",..: 901 3117 1166 763 2145 1349 901 766 2145 2145 ...
##  $ Model                  : Factor w/ 17562 levels "","-","---","-----",..: 2089 5748 3564 6309 542 6973 11761 14163 542 542 ...
##  $ Color                  : Factor w/ 28 levels "","BEIGE","BLACK",..: 3 15 25 27 27 14 3 27 27 27 ...
##  $ Violation.Type         : Factor w/ 4 levels "Citation","ESERO",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Charge                 : Factor w/ 1029 levels "10-303(a)","10-309(a)",..: 164 581 646 645 659 737 164 597 323 333 ...
##  $ Article                : Factor w/ 3 levels "","Maryland Rules",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ Contributed.To.Accident: Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Race                   : Factor w/ 6 levels "ASIAN","BLACK",..: 2 6 2 2 6 6 3 3 6 6 ...
##  $ Gender                 : Factor w/ 3 levels "F","M","U": 2 1 1 2 2 1 2 2 2 2 ...
##  $ Driver.City            : Factor w/ 7295 levels "",".","00","000",..: 6441 2006 6684 2183 2355 6026 454 6026 2355 2355 ...
##  $ Driver.State           : Factor w/ 69 levels "","AB","AK","AL",..: 27 62 27 27 27 27 27 27 27 27 ...
##  $ DL.State               : Factor w/ 71 levels "","AB","AK","AL",..: 28 64 28 28 28 28 28 28 28 28 ...
##  $ Arrest.Type            : Factor w/ 19 levels "A - Marked Patrol",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Geolocation            : Factor w/ 633936 levels "","(0.583333333333333, 39.064435)",..: 1 15192 541341 262140 1 1 378770 1 1 1 ...

There’s a lot going on here, but let’s break it down. On the far left, R is simply listing the name of each column. After that, it tells us the type of the data column. Let’s take Property.Damage, about a third of the way down on the output, as an example.

R tells us that Property.Damage is a factor with 2 levels, and the 2 levels are “No” and “Yes.” This means that R has decided that based on the data in the column, this column contains categorical data, and the 2 categories are No and Yes. In this case, this is true!

After the categories in the output, there are a bunch of numbers. For the data type factor, R assigns numbers to each category behind the scenes. Here, R is simply listing out the first few data points in the data frame, using those assigned numbers. Remember above when we looked at the first few rows of the data frame? The first 6 values in the Property.Damage column were No, No, Yes, Yes, No, No. In our output from str(), we see the first 6 numbers for Property.Damage are 1, 1, 2, 2, 1, 1. These numbers are mapped to the No/Yes values.

Going back to the entire str() output, there are a few problems. R has decided that nearly all of our data columns are factors. In fact, many of them are. But we probably want R to treat our Date.Of.Stop and Time.Of.Stop columns as dates and times, respectively, not categories. We’ll take care of that soon. First, however, let’s rename our variables. This step isn’t always strictly necessary, but it’s up to your personal preference. In this case, our personal preference dictates that some of the names are just too long, and lowercase letters are easier to type. We can rename variables by creating a vector with all the new names and assigning it to the “names” variable that R builds into each data frame.

names(dat) <- c("date_of_stop", "time_of_stop", "agency", "subagency", "description", "location", "lat", "long", "accident", "belts", "personal_injury", "property_damage", "fatal", "comm_license", "hazmat", "comm_veh", "alcohol", "work_zone", "state", "veh_type", "year", "make", "model", "color", "violation_type", "charge", "article", "contrib_to_acc", "race", "gender", "driver_city", "driver_state", "dl_state", "arrest_type", "geolocation")
head(dat)
##   date_of_stop time_of_stop agency
## 1   09/24/2013     17:11:00    MCP
## 2   08/29/2017     10:19:00    MCP
## 3   12/01/2014     12:52:00    MCP
## 4   08/29/2017     09:22:00    MCP
## 5   08/28/2017     23:41:00    MCP
## 6   08/27/2013     00:55:00    MCP
##                                         subagency
## 1                     3rd district, Silver Spring
## 2                          2nd district, Bethesda
## 3 6th district, Gaithersburg / Montgomery Village
## 4                     3rd district, Silver Spring
## 5 6th district, Gaithersburg / Montgomery Village
## 6                          2nd district, Bethesda
##                                                                                        description
## 1                                           DRIVING VEHICLE ON HIGHWAY WITH SUSPENDED REGISTRATION
## 2                       DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS
## 3                                                               FAILURE STOP AND YIELD AT THRU HWY
## 4                                                             FAILURE YIELD RIGHT OF WAY ON U TURN
## 5         FAILURE OF DR. TO MAKE LANE CHANGE TO AVAIL. LANE NOT IMMED. ADJ. TO STOPPED EMERG. VEH,
## 6 NEGLIGENT DRIVING VEHICLE IN CARELESS AND IMPRUDENT MANNER ENDANGERING PROPERTY, LIFE AND PERSON
##                                 location      lat      long accident belts
## 1                        8804 FLOWER AVE       NA        NA       No    No
## 2                  WISCONSIN AVE@ ELM ST 38.98172 -77.09276       No    No
## 3 CHRISTOPHER AVE/MONTGOMERY VILLAGE AVE 39.16289 -77.22909       No    No
## 4        CHERRY HILL RD./CALVERTON BLVD. 39.05698 -76.95463       No    No
## 5             355 @ SOUTH WESTLAND DRIVE       NA        NA       No    No
## 6           CONNECTICUT/CHEVY CHASE LAKE       NA        NA       No    No
##   personal_injury property_damage fatal comm_license hazmat comm_veh
## 1              No              No    No           No     No       No
## 2              No              No    No           No     No       No
## 3              No             Yes    No           No     No       No
## 4              No             Yes    No           No     No       No
## 5              No              No    No           No     No       No
## 6              No              No    No           No     No       No
##   alcohol work_zone state        veh_type year        make   model  color
## 1      No        No    MD 02 - Automobile 2008        FORD      4S  BLACK
## 2      No        No    VA 02 - Automobile 2001      TOYOTA COROLLA  GREEN
## 3      No        No    MD 02 - Automobile 2001       HONDA  ACCORD SILVER
## 4      No        No    MD 02 - Automobile 1998        DODG  DAKOTA  WHITE
## 5      No        No    MD 02 - Automobile 2015 MINI COOPER      2S  WHITE
## 6      No        No    MD 02 - Automobile 2013     HYUNDAI ELANTRA   GRAY
##   violation_type      charge                article contrib_to_acc  race
## 1       Citation   13-401(h) Transportation Article             No BLACK
## 2       Citation  21-201(a1) Transportation Article             No WHITE
## 3       Citation   21-403(b) Transportation Article             No BLACK
## 4       Citation   21-402(b) Transportation Article             No BLACK
## 5       Citation  21-405(e1) Transportation Article             No WHITE
## 6       Citation 21-901.1(b) Transportation Article             No WHITE
##   gender     driver_city driver_state dl_state       arrest_type
## 1      M     TAKOMA PARK           MD       MD A - Marked Patrol
## 2      F FAIRFAX STATION           VA       VA A - Marked Patrol
## 3      F  UPPER MARLBORO           MD       MD A - Marked Patrol
## 4      M FORT WASHINGTON           MD       MD A - Marked Patrol
## 5      M    GAITHERSBURG           MD       MD A - Marked Patrol
## 6      F   SILVER SPRING           MD       MD A - Marked Patrol
##                             geolocation
## 1                                      
## 2        (38.981725, -77.0927566666667)
## 3 (39.1628883333333, -77.2290883333333)
## 4        (39.056975, -76.9546333333333)
## 5                                      
## 6

Here’s another optional step, but one that can make the data easier to think about. We’re going to reorder the columns of the data frame. Notice that some columns that logically should be grouped together (like description of the stop and the violation type, or latitude/longitude and geolocation) are quite far apart in the original data frame. We’ll use the select() function from dplyr (part of tidyverse) to select the columns we want from the dataframe. In this case, we want all the columns, but the order in which we place the columns in the select() function is the order in which they will be displayed. Just make sure you assign the selection back to the dat dataframe to actually alter it!

dat <- select(dat, "date_of_stop", "time_of_stop", "agency", "subagency", "description", "violation_type", "charge", "article", "arrest_type", "location", "lat", "long", "geolocation", "accident", "contrib_to_acc", "belts", "personal_injury", "property_damage", "fatal", "alcohol", "work_zone", "hazmat", "state", "veh_type", "year", "make", "model", "color", "comm_veh", "race", "gender", "driver_city", "driver_state", "dl_state", "comm_license")

head(dat)
##   date_of_stop time_of_stop agency
## 1   09/24/2013     17:11:00    MCP
## 2   08/29/2017     10:19:00    MCP
## 3   12/01/2014     12:52:00    MCP
## 4   08/29/2017     09:22:00    MCP
## 5   08/28/2017     23:41:00    MCP
## 6   08/27/2013     00:55:00    MCP
##                                         subagency
## 1                     3rd district, Silver Spring
## 2                          2nd district, Bethesda
## 3 6th district, Gaithersburg / Montgomery Village
## 4                     3rd district, Silver Spring
## 5 6th district, Gaithersburg / Montgomery Village
## 6                          2nd district, Bethesda
##                                                                                        description
## 1                                           DRIVING VEHICLE ON HIGHWAY WITH SUSPENDED REGISTRATION
## 2                       DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS
## 3                                                               FAILURE STOP AND YIELD AT THRU HWY
## 4                                                             FAILURE YIELD RIGHT OF WAY ON U TURN
## 5         FAILURE OF DR. TO MAKE LANE CHANGE TO AVAIL. LANE NOT IMMED. ADJ. TO STOPPED EMERG. VEH,
## 6 NEGLIGENT DRIVING VEHICLE IN CARELESS AND IMPRUDENT MANNER ENDANGERING PROPERTY, LIFE AND PERSON
##   violation_type      charge                article       arrest_type
## 1       Citation   13-401(h) Transportation Article A - Marked Patrol
## 2       Citation  21-201(a1) Transportation Article A - Marked Patrol
## 3       Citation   21-403(b) Transportation Article A - Marked Patrol
## 4       Citation   21-402(b) Transportation Article A - Marked Patrol
## 5       Citation  21-405(e1) Transportation Article A - Marked Patrol
## 6       Citation 21-901.1(b) Transportation Article A - Marked Patrol
##                                 location      lat      long
## 1                        8804 FLOWER AVE       NA        NA
## 2                  WISCONSIN AVE@ ELM ST 38.98172 -77.09276
## 3 CHRISTOPHER AVE/MONTGOMERY VILLAGE AVE 39.16289 -77.22909
## 4        CHERRY HILL RD./CALVERTON BLVD. 39.05698 -76.95463
## 5             355 @ SOUTH WESTLAND DRIVE       NA        NA
## 6           CONNECTICUT/CHEVY CHASE LAKE       NA        NA
##                             geolocation accident contrib_to_acc belts
## 1                                             No             No    No
## 2        (38.981725, -77.0927566666667)       No             No    No
## 3 (39.1628883333333, -77.2290883333333)       No             No    No
## 4        (39.056975, -76.9546333333333)       No             No    No
## 5                                             No             No    No
## 6                                             No             No    No
##   personal_injury property_damage fatal alcohol work_zone hazmat state
## 1              No              No    No      No        No     No    MD
## 2              No              No    No      No        No     No    VA
## 3              No             Yes    No      No        No     No    MD
## 4              No             Yes    No      No        No     No    MD
## 5              No              No    No      No        No     No    MD
## 6              No              No    No      No        No     No    MD
##          veh_type year        make   model  color comm_veh  race gender
## 1 02 - Automobile 2008        FORD      4S  BLACK       No BLACK      M
## 2 02 - Automobile 2001      TOYOTA COROLLA  GREEN       No WHITE      F
## 3 02 - Automobile 2001       HONDA  ACCORD SILVER       No BLACK      F
## 4 02 - Automobile 1998        DODG  DAKOTA  WHITE       No BLACK      M
## 5 02 - Automobile 2015 MINI COOPER      2S  WHITE       No WHITE      M
## 6 02 - Automobile 2013     HYUNDAI ELANTRA   GRAY       No WHITE      F
##       driver_city driver_state dl_state comm_license
## 1     TAKOMA PARK           MD       MD           No
## 2 FAIRFAX STATION           VA       VA           No
## 3  UPPER MARLBORO           MD       MD           No
## 4 FORT WASHINGTON           MD       MD           No
## 5    GAITHERSBURG           MD       MD           No
## 6   SILVER SPRING           MD       MD           No

Now that our data is organized a bit more logically, we need to tackle the problem of the dates and times. readr (part of tidyverse) has a helpful function called type_convert that we can use. However, type_convert can’t convert factors into other data types. So we first have to convert the factors into the type character. Again, make sure you assign the newly converted character column back to the correct column in dat to permanently alter it. You can access the name of a column using the $ accessor.

dat$date_of_stop <- as.character(dat$date_of_stop) #date_of_stop to type character
dat$time_of_stop <- as.character(dat$time_of_stop) #time_of_stop to type character

Next, use the type_convert function, in conjunction with cols(), to change the type of the date and time columns. cols() basically lets you indicate what the type of various columns should be. For dates and times, you do have to indicate the format that the date and time are in so that R can parse it correctly. Here, our date is in format mm/dd/yyyy, so we use a sort of regular expression to indicate this format. More information about the formatting can be found in the documentation for parse_datetime.

dat <- type_convert(dat, cols(date_of_stop = col_date(format = "%m/%d/%Y"), time_of_stop = col_time(format = "%H:%M:%S")))
head(dat)
##   date_of_stop time_of_stop agency
## 1   2013-09-24     17:11:00    MCP
## 2   2017-08-29     10:19:00    MCP
## 3   2014-12-01     12:52:00    MCP
## 4   2017-08-29     09:22:00    MCP
## 5   2017-08-28     23:41:00    MCP
## 6   2013-08-27     00:55:00    MCP
##                                         subagency
## 1                     3rd district, Silver Spring
## 2                          2nd district, Bethesda
## 3 6th district, Gaithersburg / Montgomery Village
## 4                     3rd district, Silver Spring
## 5 6th district, Gaithersburg / Montgomery Village
## 6                          2nd district, Bethesda
##                                                                                        description
## 1                                           DRIVING VEHICLE ON HIGHWAY WITH SUSPENDED REGISTRATION
## 2                       DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS
## 3                                                               FAILURE STOP AND YIELD AT THRU HWY
## 4                                                             FAILURE YIELD RIGHT OF WAY ON U TURN
## 5         FAILURE OF DR. TO MAKE LANE CHANGE TO AVAIL. LANE NOT IMMED. ADJ. TO STOPPED EMERG. VEH,
## 6 NEGLIGENT DRIVING VEHICLE IN CARELESS AND IMPRUDENT MANNER ENDANGERING PROPERTY, LIFE AND PERSON
##   violation_type      charge                article       arrest_type
## 1       Citation   13-401(h) Transportation Article A - Marked Patrol
## 2       Citation  21-201(a1) Transportation Article A - Marked Patrol
## 3       Citation   21-403(b) Transportation Article A - Marked Patrol
## 4       Citation   21-402(b) Transportation Article A - Marked Patrol
## 5       Citation  21-405(e1) Transportation Article A - Marked Patrol
## 6       Citation 21-901.1(b) Transportation Article A - Marked Patrol
##                                 location      lat      long
## 1                        8804 FLOWER AVE       NA        NA
## 2                  WISCONSIN AVE@ ELM ST 38.98172 -77.09276
## 3 CHRISTOPHER AVE/MONTGOMERY VILLAGE AVE 39.16289 -77.22909
## 4        CHERRY HILL RD./CALVERTON BLVD. 39.05698 -76.95463
## 5             355 @ SOUTH WESTLAND DRIVE       NA        NA
## 6           CONNECTICUT/CHEVY CHASE LAKE       NA        NA
##                             geolocation accident contrib_to_acc belts
## 1                                             No             No    No
## 2        (38.981725, -77.0927566666667)       No             No    No
## 3 (39.1628883333333, -77.2290883333333)       No             No    No
## 4        (39.056975, -76.9546333333333)       No             No    No
## 5                                             No             No    No
## 6                                             No             No    No
##   personal_injury property_damage fatal alcohol work_zone hazmat state
## 1              No              No    No      No        No     No    MD
## 2              No              No    No      No        No     No    VA
## 3              No             Yes    No      No        No     No    MD
## 4              No             Yes    No      No        No     No    MD
## 5              No              No    No      No        No     No    MD
## 6              No              No    No      No        No     No    MD
##          veh_type year        make   model  color comm_veh  race gender
## 1 02 - Automobile 2008        FORD      4S  BLACK       No BLACK      M
## 2 02 - Automobile 2001      TOYOTA COROLLA  GREEN       No WHITE      F
## 3 02 - Automobile 2001       HONDA  ACCORD SILVER       No BLACK      F
## 4 02 - Automobile 1998        DODG  DAKOTA  WHITE       No BLACK      M
## 5 02 - Automobile 2015 MINI COOPER      2S  WHITE       No WHITE      M
## 6 02 - Automobile 2013     HYUNDAI ELANTRA   GRAY       No WHITE      F
##       driver_city driver_state dl_state comm_license
## 1     TAKOMA PARK           MD       MD           No
## 2 FAIRFAX STATION           VA       VA           No
## 3  UPPER MARLBORO           MD       MD           No
## 4 FORT WASHINGTON           MD       MD           No
## 5    GAITHERSBURG           MD       MD           No
## 6   SILVER SPRING           MD       MD           No

Now, is there anything else we need to clean up in the data? There are a few ways to explore this. If you’re using RStudio, one way to just take a quick visual look at the data is to take a sample of the data and just look through it, to see if anything catches your eye. Another way is to look at the levels, or categories, of factors and see if anything looks strange. Personally, I think doing both is a good idea.

For the first approach:

smpl <- sample_frac(dat, .01) #take a sample of 1% from dat
head(smpl) #to view it like a spreadsheet, use View(smpl)
##         date_of_stop time_of_stop agency
## 890446    2013-09-06     09:56:00    MCP
## 38941     2013-05-14     17:01:00    MCP
## 601565    2013-08-03     22:21:00    MCP
## 905237    2016-12-24     17:03:00    MCP
## 897857    2014-12-18     10:15:00    MCP
## 1188281   2013-06-18     13:28:00    MCP
##                                               subagency
## 890446                      3rd district, Silver Spring
## 38941                            2nd district, Bethesda
## 601565  6th district, Gaithersburg / Montgomery Village
## 905237  6th district, Gaithersburg / Montgomery Village
## 897857                            4th district, Wheaton
## 1188281                     3rd district, Silver Spring
##                                                                                                  description
## 890446                                                                                           Window Tint
## 38941                             DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS
## 601565  FAILURE OF VEH. ON HWY. TO DISPLAY LIGHTED LAMPS, ILLUMINATING DEVICE IN UNFAVORABLE VISIBILITY COND
## 905237                      FAILURE TO RETURN TO & REMAIN AT SCENE OF ACCIDENTINVOLVING ATTENDED VEH.DAMAGE.
## 897857                                                                                       STOP LIGHTS (*)
## 1188281                                               DRIVING VEHICLE ON HIGHWAY WITH SUSPENDED REGISTRATION
##         violation_type     charge                article
## 890446           ESERO         61                       
## 38941         Citation 21-201(a1) Transportation Article
## 601565         Warning   22-201.1 Transportation Article
## 905237        Citation  20-103(b) Transportation Article
## 897857           ESERO        64*                       
## 1188281        Warning  13-401(h) Transportation Article
##                 arrest_type                            location      lat
## 890446    A - Marked Patrol             GALWAY DR @ KILKENNY ST 39.06006
## 38941     A - Marked Patrol              LINDEN AVE @ BEECH AVE 39.01252
## 601565  B - Unmarked Patrol     SB WOODFIELD RD/FLOWER HILL WAY 39.15529
## 905237    A - Marked Patrol EMORY GROVE RD/ STRAWBERRY KNOLL RD 39.15812
## 897857    A - Marked Patrol                 MD 108 / NORWOOD RD 39.14946
## 1188281   A - Marked Patrol    UNIVERSITY BLVD AND LEXINGTON DR 39.01981
##              long                           geolocation accident
## 890446  -76.94490 (39.0600616666667, -76.9449033333333)       No
## 38941   -77.10771 (39.0125166666667, -77.1077083333333)       No
## 601565  -77.16489         (39.1552866666667, -77.16489)       No
## 905237  -77.19200        (39.1581183333333, -77.192005)       No
## 897857  -77.02785         (39.14946, -77.0278483333333)       No
## 1188281 -77.01184 (39.0198114333333, -77.0118437833333)       No
##         contrib_to_acc belts personal_injury property_damage fatal alcohol
## 890446              No    No              No              No    No      No
## 38941               No    No              No              No    No      No
## 601565              No    No              No              No    No      No
## 905237              No    No              No             Yes    No      No
## 897857              No    No              No              No    No      No
## 1188281             No    No              No              No    No      No
##         work_zone hazmat state        veh_type year  make  model  color
## 890446         No     No    MD 02 - Automobile 2013  FORD TAURUS  BLACK
## 38941          No     No    MD 02 - Automobile 2005  FORD     TK  BLACK
## 601565         No     No    MD 02 - Automobile 2000  HOND ACCORD SILVER
## 905237         No     No    MD 02 - Automobile 1993  HOND     4S    RED
## 897857         No     No    MD 02 - Automobile 2006  TOYT     VN  WHITE
## 1188281        No     No    MD 02 - Automobile 2004 VOLVO   XC90 SILVER
##         comm_veh     race gender    driver_city driver_state dl_state
## 890446        No    BLACK      M  SILVER SPRING           MD       MD
## 38941         No    WHITE      F  SILVER SPRING           MD       MD
## 601565        No    WHITE      M   GAITHERSBURG           MD       MD
## 905237        No HISPANIC      M   GAITHERSBURG           MD       MD
## 897857        No    WHITE      F         ASHTON           MD       MD
## 1188281       No    BLACK      M UPPER MARLBORO           MD       MD
##         comm_license
## 890446            No
## 38941             No
## 601565            No
## 905237            No
## 897857            No
## 1188281          Yes

This will take a different sample each time it is run. An example of things you might want to look for: Perhaps the sample will show that a Cadillac Escalade was classified as a Heavy Duty Truck. This sounds a little bit odd, so we can look at the classification of all Cadillac Escalades.

We’re going to use the pipe operator from magrittr, which essentially takes the result of whatever is on the left-hand side of the operator and feeds it in as the first argument of whatever is on the right-hand side of the operator. select() chooses the columns we want, and filter() chooses the rows we want based on some conditions.

escalade <- dat %>% 
  select(veh_type, make, model) %>% 
  filter(model == "ESCALADE")
head(escalade)
##                veh_type     make    model
## 1       02 - Automobile     CADI ESCALADE
## 2 05 - Light Duty Truck CADILLAC ESCALADE
## 3 05 - Light Duty Truck CADILLAC ESCALADE
## 4 05 - Light Duty Truck CADILLAC ESCALADE
## 5 05 - Light Duty Truck CADILLAC ESCALADE
## 6       02 - Automobile     CADI ESCALADE

Interestingly, the Cadillac Escalade is classified as a number of different types of vehicles–everything from light duty truck to heavy duty truck to automobile to station wagon! This is probably due to the subjectivity of the officer who entered the traffic violation. This could cause some problems for us later if we want to use make or model in our analysis…

For the second approach:

levels(dat$make)
##    [1] ""                     "-"                    "----"                
##    [4] "...."                 "00"                   "000"                 
##    [7] "0000"                 "00000"                "0LDS"                
##   [10] "0LDSMOBILE"           "1990"                 "1995"                
##   [13] "1999"                 "1=TOYT"               "2000XK8"             
##   [16] "2003"                 "2004"                 "2005"                
##   [19] "2006"                 "2007"                 "2008"                
##   [22] "2009"                 "2010"                 "2011"                
##   [25] "2013"                 "2014"                 "2015"                
##   [28] "2016"                 "2AC9011"              "2AF9852"             
##   [31] "2AN5185"              "2BD3611"              "2DR"                 
##   [34] "2S"                   "3"                    "325"                 
##   [37] "325I"                 "36V663"               "3FNY97"              
##   [40] "3MD4389"              "4BB5077"              "4CD1022"             
##   [43] "4D"                   "4DOOR"                "4DR"                 
##   [46] "4 DR"                 "4RUNNER"              "4 RUNNERTOYOTA"      
##   [49] "4S"                   "4STOYOTA"             "4X4"                 
##   [52] "5AF4097"              "5AJ8506"              "5BB7282"             
##   [55] "5BL2341"              "6BR9831"              "6FAJ71"              
##   [58] "70000"                "7BE9868"              "8BD1682"             
##   [61] "8BY1270"              "99"                   "9BT8644"             
##   [64] "9CAZ95"               "A"                    "ABY"                 
##   [67] "ACAD"                 "ACC"                  "ACCENT"              
##   [70] "ACCO"                 "ACCORD"               "ACCU"                
##   [73] "ACCUR"                "ACCURA"               "ACIRA"               
##   [76] "ACORA"                "ACRA"                 "ACRU"                
##   [79] "ACRUA"                "ACRURA"               "ACU"                 
##   [82] "ACUA"                 "ACUAR"                "ACUARA"              
##   [85] "ACUEA"                "ACUFRA"               "ACUIRA"              
##   [88] "ACUR"                 "ACURA"                "ACURA 4D"            
##   [91] "ACURA4DR"             "ACURA 4S"             "ACURAMDX"            
##   [94] "ACURA TK"             "ACURA TL"             "ACURAX"              
##   [97] "ACUR G"               "ACURRA"               "ACURS"               
##  [100] "ACUR TL"              "ACURU"                "ACURUA"              
##  [103] "ACURVA"               "ACURVAL"              "ACURVAL1996"         
##  [106] "ACURVAL1997"          "ACURVAL1998"          "ACURVAL2003"         
##  [109] "ACURVAL2004"          "ACURVAL2005"          "ACURVAL2008"         
##  [112] "ACURVAL2010"          "ACUTA"                "ACUURA"              
##  [115] "ACYRA"                "ACYUA"                "ADILLAC"             
##  [118] "ADLY"                 "ADUI"                 "ADVA"                
##  [121] "ADVENGER"             "AEILLA"               "AGA"                 
##  [124] "AIDI"                 "AIRS"                 "ALERO"               
##  [127] "ALFA"                 "ALFA ROMEO"           "ALFA ROMERO"         
##  [130] "ALTIMA"               "AMC"                  "AMER"                
##  [133] "AMERICAN"             "AMERICANA"            "AMG"                 
##  [136] "AMGE"                 "AM GENERAL"           "AMMO"                
##  [139] "AMO"                  "AMTI"                 "ANDE"                
##  [142] "AOTAO"                "APOLLO"               "APRI"                
##  [145] "APRIL"                "APRILIA"              "APRILLA"             
##  [148] "APRILLIA"             "AQCURA"               "ARCURA"              
##  [151] "ARES"                 "ARIS"                 "ARISING"             
##  [154] "ASM"                  "AST"                  "ASTO"                
##  [157] "ASTON MARTIN"         "ASTRO"                "ASTRO MARTIN"        
##  [160] "ATM"                  "ATURN"                "ATV"                 
##  [163] "ATWO"                 "AU"                   "AUBU"                
##  [166] "AUCI"                 "AUCRA"                "AUD"                 
##  [169] "AUD1"                 "AUDDI"                "AUDI"                
##  [172] "AUDIE"                "AUDII"                "AUDIO"               
##  [175] "AUDIQ"                "AUDIVAL2003"          "AUDIVAL2008"         
##  [178] "AUDIVAL2011"          "AUDIVAL2013"          "AUDO"                
##  [181] "AUDU"                 "AUDUI"                "AUDY"                
##  [184] "AUFI"                 "AUGI"                 "AUI"                 
##  [187] "AUID"                 "AUIDI"                "AUR"                 
##  [190] "AURA"                 "A URA"                "AURRA"               
##  [193] "AUSTIN MARTIN"        "AUTC"                 "AUTO"                
##  [196] "AUTOCAR"              "AVALON"               "AVANTI"              
##  [199] "AVCURA"               "AVUR"                 "AVURA"               
##  [202] ",AZDA"                "B0W"                  "BADO"                
##  [205] "BAJA"                 "BAJA MOTORSPORT"      "BARCH"               
##  [208] "BART"                 "BARTLEY"              "BASH"                
##  [211] "BASHAN"               "BEAMER"               "BECK"                
##  [214] "BELM"                 "BELMONT"              "BEND"                
##  [217] "BENT"                 "BENTLEY"              "BENTLY"              
##  [220] "BENZ"                 "BETERBUILT"           "BETT"                
##  [223] "BGTX"                 "B=HYUNDAI"            "BIANCHI"             
##  [226] "BICYCLE"              "BIG"                  "BIGT"                
##  [229] "BIGTEX"               "BIG TEX"              "BIKE"                
##  [232] "BINTELLI"             "BISSAN"               "BIUCK"               
##  [235] "BIUICK"               "BLACK"                "BLK"                 
##  [238] "BLUE"                 "BLUE BIRD"            "BM"                  
##  [241] "BMA"                  "BMC"                  "BMD"                 
##  [244] "BME"                  "BMI"                  "BMQ"                 
##  [247] "BMQBMW"               "BMS"                  "BMV"                 
##  [250] "BMW"                  "BMW`"                 "BMW`1"               
##  [253] "BMW2S"                "BMW740SI"             "BMW CN"              
##  [256] "BMW MINI"             "BMWV"                 "BMWVAL1995"          
##  [259] "BMWVAL2003"           "BMWVAL2005"           "BMWVAL2006"          
##  [262] "BMWVAL2007"           "BMWVAL2009"           "BMWVAL2011"          
##  [265] "BMWVAL2015"           "BMWVAL2016"           "BMWX1"               
##  [268] "BMX"                  "BNMW"                 "BNW"                 
##  [271] "BNZ"                  "BOMW"                 "BONA"                
##  [274] "BOOM"                 "BOSS"                 "BOUN"                
##  [277] "BOX TRUCK"            "BRAN"                 "BRAVO"               
##  [280] "BRI"                  "BRIM"                 "BRIMAR"              
##  [283] "BRI MAR"              "BRI-MAR"              "BRMA"                
##  [286] "BRMR"                 "BRP"                  "BRUICK"              
##  [289] "BTEX"                 "BUCIK"                "BUCK"                
##  [292] "BUEL"                 "BUELL"                "BUI"                 
##  [295] "BUIC"                 "BUIC2"                "BUICJ"               
##  [298] "BUICK"                "BUI CK"               "BUICK`"              
##  [301] "BUICK \\"             "BUICK 4DR"            "BUICK 4S"            
##  [304] "BUICK TK"             "BUICK VAN"            "BUICL"               
##  [307] "BUIICK"               "BUIK"                 "BUIX"                
##  [310] "BULL"                 "BUS"                  "BUTL"                
##  [313] "BUUICK"               "BUYANG"               "BW"                  
##  [316] "B,W"                  "BWI"                  "BWM"                 
##  [319] "BWN"                  "BWW"                  "BYUN"                
##  [322] "C300"                 "CAAB"                 "CAADILLAC"           
##  [325] "CAD"                  "CADA"                 "CADAILLIC"           
##  [328] "CADAL"                "CADALAC"              "CADALIC"             
##  [331] "CADALLAC"             "CADALLIAC"            "CADALLIC"            
##  [334] "CADD"                 "CADDI"                "CADDIE"              
##  [337] "CADDILAC"             "CADDILIAC"            "CADDILLAC"           
##  [340] "CADDY"                "CADI"                 "CADI4S"              
##  [343] "CADI;AC"              "CADIALLAC"            "CADIALLIC"           
##  [346] "CADII"                "CADIILAC"             "CADIL"               
##  [349] "CADILAC"              "CADILACGT"            "CADILACK"            
##  [352] "CADILIAC"             "CADILIC"              "CADILLA"             
##  [355] "CADILLAC"             "CADILLACE"            "CADILLACQ"           
##  [358] "CADILLAD"             "CADILLAIC"            "CADILLIAC"           
##  [361] "CADILLIC"             "CADILLLAC"            "CADI SUV"            
##  [364] "CADIVAL2006"          "CADIVAL2012"          "CADIVAL2014"         
##  [367] "CADL"                 "CADLI"                "CADLLAC"             
##  [370] "CADO"                 "CADU"                 "CADULLAC"            
##  [373] "CADY"                 "CAFILLAC"             "CAI"                 
##  [376] "CAIDILAC"             "CAILLAC"              "CALI"                
##  [379] "CAM"                  "CAMA"                 "CAMARO"              
##  [382] "CAMRY"                "CAMY"                 "CAN AM"              
##  [385] "CANNONDALE"           "CAON"                 "CAPRICE"             
##  [388] "CAR"                  "CARAVAN"              "CARG"                
##  [391] "CARGO"                "CARGO MATE"           "CARM"                
##  [394] "CARR"                 "CARRY"                "CARRY ALL"           
##  [397] "CARRY ON"             "CARY"                 "CASI"                
##  [400] "CAT"                  "CATALAC"              "CATR"                
##  [403] "CBR"                  "CCC"                  "CCHEVY"              
##  [406] "CDAI"                 "CDI"                  "CDILLAC"             
##  [409] "CEHEVROLET"           "CEHV"                 "CEHVORLET"           
##  [412] "CEHVROLET"            "CEHVY"                "CERV"                
##  [415] "CERVELO"              "CEV"                  "CEVEROLET"           
##  [418] "CEVROLET"             "CEVY"                 "CGEV"                
##  [421] "CGEVY"                "CGRYSLER"             "CH"                  
##  [424] "CHAN"                 "CHAVY"                "CHCHEVY"             
##  [427] "CHDVY"                "CHE"                  "CHEB"                
##  [430] "CHEBROLET"            "CHEBY"                "CHEC"                
##  [433] "CHECK"                "CHECROLET"            "CHECVY"              
##  [436] "CHECY"                "CHEEVY"               "CHEEY"               
##  [439] "CHEN"                 "CHENY"                "CHER"                
##  [442] "CHEROKEE"             "CHEROLET"             "CHEROVET"            
##  [445] "CHERVOLET"            "CHERVROLET"           "CHESTERBUILT"        
##  [448] "CHEV"                 "C HEV"                "CHE V"               
##  [451] "CHEV."                "CHEV2D"               "CHEVE"               
##  [454] "CHEVERLET"            "CHEVERLOT"            "CHEVERLOTTE"         
##  [457] "CHEVEROLET"           "CHEVEROLRT"           "CHEVEROLT"           
##  [460] "CHEVEY"               "CHEVF"                "CHEV GEO"            
##  [463] "CHEV (GEO)"           "CHEV/GEO"             "CHEV IMPALA"         
##  [466] "CHEVL"                "CHEVLORET"            "CHEVOLET"            
##  [469] "CHEVOLETE"            "CHEVOLLET"            "CHEVOLRET"           
##  [472] "CHEVORELET"           "CHEVORELT"            "CHEVORLET"           
##  [475] "CHEVORLETT"           "CHEVORLEY"            "CHEVOROLET"          
##  [478] "CHEV  PICKUP"         "CHEVQ"                "CHEVR"               
##  [481] "CHEVRELET"            "CHEVRLET"             "CHEVRLETE"           
##  [484] "CHEVRLO"              "CHEVRLOT"             "CHEVRLOTE"           
##  [487] "CHEVRO"               "CHEVROELET"           "CHEVROELT"           
##  [490] "CHEVROET"             "CHEVRO;ET"            "CHEVROLE"            
##  [493] "CHEVROLEET"           "CHEVROLER"            "CHEVROLERT"          
##  [496] "CHEVROLET"            "CHEVROLETE"           "CHEVROLETTE"         
##  [499] "CHEVROLETY"           "CHEVROLEY"            "CHEVROLIET"          
##  [502] "CHEVROLLET"           "CHEVROLLETE"          "CHEVROLOET"          
##  [505] "CHEVROLRET"           "CHEVROLT"             "CHEVROLTET"          
##  [508] "CHEVROLTT"            "CHEVROLVER"           "CHEVROLWT"           
##  [511] "CHEVROOET"            "CHEVROOLET"           "CHEVRPLET"           
##  [514] "CHEVRY"               "CHEVT"                "CHEVTOLET"           
##  [517] "CHEVU"                "CHEVVAL1984"          "CHEVVAL1987"         
##  [520] "CHEVVAL1997"          "CHEVVAL2001"          "CHEVVAL2002"         
##  [523] "CHEVVAL2003"          "CHEVVAL2004"          "CHEVVAL2005"         
##  [526] "CHEVVAL2007"          "CHEVVAL2008"          "CHEVVAL2013"         
##  [529] "CHEVVAL2014"          "CHEVVY"               "CHEVY"               
##  [532] "CHE VY"               "CHEVY4DR"             "CHEVY CAMARO"        
##  [535] "CHEVY GEO"            "CHEVY I"              "CHEVYQ"              
##  [538] "CHEVYROLET"           "CHEVY SUB"            "CHEVY TK"            
##  [541] "CHEVY TRAVERSE"       "CHEVY VAN"            "CHEVYY"              
##  [544] "CHEY"                 "CHEYSLER"             "CHEYV"               
##  [547] "CHEYY"                "CHEZ"                 "CHHEVY"              
##  [550] "CHHRYSLER"            "CHIVY"                "CHON"                
##  [553] "CHONGOING"            "CHR"                  "CHREVROLET"          
##  [556] "CHREY"                "CHRIS"                "CHRISL"              
##  [559] "CHRISLER"             "CHRISTLER"            "CHRL"                
##  [562] "CHRRYSLER"            "CHRS"                 "CHRSLER"             
##  [565] "CHRSLY"               "CHRSLYER"             "CHRSY"               
##  [568] "CHRSYLER"             "CHRSYSLER"            "CHRTSLER"            
##  [571] "CHRUS"                "CHRUSLER"             "CHRUSTLER"           
##  [574] "CHRV"                 "CHRVEROLET"           "CHRVROLET"           
##  [577] "CHRY"                 "CHRY."                "CHRYA"               
##  [580] "CHRYL"                "CHRYLER"              "CHRYLSER"            
##  [583] "CHRYS"                "CHRYSELER"            "CHRYSELR"            
##  [586] "CHRYSER"              "CHRYSKER"             "CHRYSL"              
##  [589] "CHRYSLAR"             "CHRYSLEER"            "CHRYSLER"            
##  [592] "CHRYSLER 300"         "CHRYSLERQ"            "CHRYSLERT"           
##  [595] "CHRYSLET"             "CHRYSLEY"             "CHRYSLLER"           
##  [598] "CHRYSLR"              "CHRYSLTER"            "CHRYSLYER"           
##  [601] "CHRYST"               "CHRYSTLAR"            "CHRYSTLE"            
##  [604] "CHRYSTLER"            "CHRYSTLET"            "CHRY TK"             
##  [607] "CHRYVAL2000"          "CHRYVAL2004"          "CHRYVAL2006"         
##  [610] "CHRYVAL2007"          "CHRYVAL2008"          "CHRYVAL2011"         
##  [613] "CHRYXLER"             "CHRYYSLER"            "CHTY"                
##  [616] "CHTYSLER"             "CHUANL"               "CHV"                 
##  [619] "CHVE"                 "CHVEOLET"             "CHVEROLET"           
##  [622] "CHVEY"                "CHVORLET"             "CHVRLOLET"           
##  [625] "CHVROLET"             "CHVY"                 "CHVYE"               
##  [628] "CHWVY"                "CHY"                  "CHYR"                
##  [631] "CHYRL"                "CHYRS"                "CHYRSLER"            
##  [634] "CHYRSTLER"            "CHYRYSLER"            "CHYS"                
##  [637] "CHYSLER"              "CHYST"                "CHYSTLER"            
##  [640] "CIDI"                 "CIMC"                 "CIVIC"               
##  [643] "CIXIKINGRING"         "CJEV"                 "CJEVROLET"           
##  [646] "CJEVY"                "CJHEVY"               "CK"                  
##  [649] "CLUB CAR"             "CMC"                  "CNEV"                
##  [652] "CNRY"                 "COAC"                 "COACHMEN"            
##  [655] "COBALT"               "COBRA"                "COGAR"               
##  [658] "COLCO"                "COLEMAN"              "COLNAGO"             
##  [661] "COLUMBIA"             "CONCORDE"             "CONT"                
##  [664] "CONTINENTAL"          "CONV"                 "COOLSTER"            
##  [667] "COOP"                 "COOPER"               "COPPER"              
##  [670] "COROLLA"              "CORV"                 "CORVETTE"            
##  [673] "COT"                  "COTC"                 "COUGAR"              
##  [676] "COXS"                 "CPI"                  "CRAFTSMAN"           
##  [679] "CRAN"                 "CRANE"                "CRANE CARRIER"       
##  [682] "CRCA"                 "CRHRSLER"             "CRHRY"               
##  [685] "CRHY"                 "CRHYSLER"             "CRISWELL"            
##  [688] "CRNE"                 "CROS"                 "CROWN"               
##  [691] "CRRY"                 "CRRYSLER"             "CRUZ"                
##  [694] "CRV"                  "CRY"                  "CRYH"                
##  [697] "CRYL"                 "CRYLSER"              "CRYN"                
##  [700] "CRYO"                 "CRYS"                 "CRYSL"               
##  [703] "CRYSLER"              "CRYSLR"               "CRYSTLER"            
##  [706] "CUEVY"                "CURA"                 "CUST"                
##  [709] "CVEV"                 "CVEVROLET"            "CYCC"                
##  [712] "CYRSLER"              "CYSLER"               "CYSTLER"             
##  [715] "D0DGE"                "DA"                   "DADG"                
##  [718] "DADGE"                "DAEW"                 "DAEWO"               
##  [721] "DAEWOO"               "DAEWOOD"              "DAIMLER"             
##  [724] "DAKOTA"               "DANG FONG"            "DANZ"                
##  [727] "DANZER"               "DASH"                 "DATS"                
##  [730] "DATSUN"               "DCION"                "DDDGE"               
##  [733] "DDGE"                 "DDODGE"               "DDOGE"               
##  [736] "D & D TRAILER"        "DEALER"               "DEISEL"              
##  [739] "DELRAY"               "DEMATA"               "DENALI"              
##  [742] "DF4958"               "DHRY"                 "DIAM"                
##  [745] "DIAMONDBACK"          "DIAMOND STAR"         "DIAMOND T"           
##  [748] "DIDG"                 "DIDGE"                "DIODGE"              
##  [751] "DISCOVERY"            "DLR"                  "DLR TAG DODGE"       
##  [754] "DM"                   "DMW"                  "DOD"                 
##  [757] "DODB"                 "DODDE"                "DODDGE"              
##  [760] "DODE"                 "DODEG"                "DODEGE"              
##  [763] "DODG"                 "DODG CARAVAN"         "DODGD"               
##  [766] "DODGE"                "`DODGE"               "DODGECHEVY"          
##  [769] "DODGEE"               "DODGEG"               "DODGEI"              
##  [772] "DODGEQ"               "DODGE RAM"            "DODGE VAN"           
##  [775] "DODGGE"               "DODGR"                "DODGVAL1998"         
##  [778] "DODGVAL2000"          "DODGVAL2003"          "DODGVAL2006"         
##  [781] "DODGVAL2008"          "DODGVAL2012"          "DODGVAL2013"         
##  [784] "DODGVAL2014"          "DODGW"                "DODHE"               
##  [787] "DODKE"                "DODODGE"              "DOEGE"               
##  [790] "DOFGE"                "DOGD"                 "DOGDE"               
##  [793] "DOGE"                 "DOGG"                 "DOGGE"               
##  [796] "DONDE"                "DONF"                 "DONG"                
##  [799] "DONGFANG"             "DONG FANG"            "DOODGE"              
##  [802] "DORD"                 "DORS"                 "DOSG"                
##  [805] "DOSGE"                "DOTSON"               "DTKON"               
##  [808] "DUCA"                 "DUCADI"               "DUCAT"               
##  [811] "DUCATI"               "DUCATTI"              "DUCOTI"              
##  [814] "DUDGE"                "DUKATI"               "DUMP"                
##  [817] "DYKO"                 "DYKON"                "E320"                
##  [820] "E350"                 "EADU"                 "EAGL"                
##  [823] "EAGLE"                "EASY"                 "ECLIPSE"             
##  [826] "ECOLINE"              "ECON"                 "EDMP"                
##  [829] "EEP"                  "EGIL"                 "ELANTRA"             
##  [832] "ELDO"                 "ELGI"                 "EM"                  
##  [835] "EMGAUDI"              "EPD"                  "EPO"                 
##  [838] "ERIC"                 "ERZ"                  "ESCALADE"            
##  [841] "ESCO"                 "ESCORT"               "ES-DUMP"             
##  [844] "ETO"                  "ETON"                 "E-TON BEAMER"        
##  [847] "EVEREST"              ",EX"                  "EXPEDITION"          
##  [850] "EXTREEM SCOOTER"      "EXTREME"              ";EXU"                
##  [853] "EXUS"                 "EZ"                   "EZDU"                
##  [856] "EZDUMPER"             "EZ DUMPER"            "EZGO"                
##  [859] "F0RD"                 "F150"                 "F550"                
##  [862] "F550FORD"             "FABRIQUE"             "FACE"                
##  [865] "FANGYUE"              "FAOTAO"               "FD"                  
##  [868] "FED EX TK"            "FEIGHTLINER"          "FELT"                
##  [871] "FERR"                 "FERRARI"              "FFORD"               
##  [874] "FHRT"                 "FHT"                  "FHTL"                
##  [877] "FIA"                  "FIAT"                 "FIATVAL2012"         
##  [880] "FINN"                 "FIRD"                 "FISK"                
##  [883] "FIVE STAR"            "FLAT"                 "FLEET"               
##  [886] "FLORIDA"              "FLYER"                "FLY SCOOTER"         
##  [889] "FMC"                  "FOCUS"                "FOD"                 
##  [892] "FODE"                 "FODR"                 "FOED"                
##  [895] "FOEDQ"                "FONT"                 "FOOD"                
##  [898] "FOORD"                "FOR"                  "FORC"                
##  [901] "FORD"                 "FORD`"                "FORD1"               
##  [904] "FORD5"                "FORD CAB"             "FORDCN"              
##  [907] "FORD CROWN VIC"       "FORDD"                "FORDE"               
##  [910] "FORD E250"            "FORD E350"            "FORD EXPEDITION"     
##  [913] "FORD F450"            "FORD FUSION"          "FORDM"               
##  [916] "FORD MUSTANG"         "FORDQ"                "FORD SUV"            
##  [919] "FORD T"               "FORD TK"              "FORDVAL1998"         
##  [922] "FORDVAL1999"          "FORDVAL2000"          "FORDVAL2002"         
##  [925] "FORDVAL2004"          "FORDVAL2006"          "FORDVAL2007"         
##  [928] "FORDVAL2008"          "FORDVAL2009"          "FORDVAL2010"         
##  [931] "FORDVAL2011"          "FORDVAL2012"          "FORDVAL2013"         
##  [934] "FORDVAL2014"          "FORD VAN"             "FORED"               
##  [937] "FORF"                 "FORJ"                 "FORK"                
##  [940] "FORM"                 "FORN"                 "FOROD"               
##  [943] "FORS"                 "FORSD"                "FORT"                
##  [946] "FOSTI"                "FOTD"                 "FPHT"                
##  [949] "FPRD"                 "FRAIGHT"              "FRD"                 
##  [952] "FRDFORD"              "FRE"                  "FREI"                
##  [955] "FREIGHLINER"          "FREIGHLNR"            "FREIGHT"             
##  [958] "FREIGHT DS"           "FREIGHTER"            "FREIGHT HAULER"      
##  [961] "FREIGHTL"             "FREIGHTLINE"          "FREIGHTLINEER"       
##  [964] "FREIGHTLINER"         "FREIGHT LINER"        "FREIGHTLINRT"        
##  [967] "FREIGHTLINTER"        "FREIGHTLNR"           "FREIGHT LNR"         
##  [970] "FREIGHTTK"            "FREIGHT TK"           "FREIGHT TRUCK"       
##  [973] "FREIGHT VAN"          "FREIGTLINER"          "FRF"                 
##  [976] "FRG"                  "FRGH"                 "FRGHT"               
##  [979] "FRGHTLINER"           "FRGHTLNR"             "FRGT"                
##  [982] "FRH"                  "FRHT"                 "FRHTLINER"           
##  [985] "FRHTLNER"             "FRHT TK"              "FRHY"                
##  [988] "FRIE"                 "FRIEGHTLINER"         "FRIGHT"              
##  [991] "FRIGHTLINER"          "FRITO LAY TK"         "FRLI"                
##  [994] "FROD"                 "FRORD"                "FRRW"                
##  [997] "FRT"                  "FRTL"                 "FRT LINER"           
## [1000] "FRUE TL"              "FTL"                  "FTLR"                
## [1003] "FTR"                  "FTWD"                 "FUJI"                
## [1006] "FUSO"                 "GATOR"                "GC"                  
## [1009] "GDAN"                 "GDT"                  "GEIO"                
## [1012] "GENE"                 "GENERAL MOTOR"        "GENERAL MOTORS"      
## [1015] "GENESIS"              "GENEVAL2002"          "GENEVAL2003"         
## [1018] "GENEVAL2005"          "GENEVAL2008"          "GENSIS"              
## [1021] "GENU"                 "GENUI"                "GENUINE"             
## [1024] "GENUINE SCOOTER"      "GENUINE SCOOTER COMP" "GEO"                 
## [1027] "GEO/CHEVY"            "GEO(CHEVY)"           "GHOST"               
## [1030] "GI"                   "GIANT"                "GIANT DELIV VEH"     
## [1033] "GIILIG"               "GIL"                  "GILG"                
## [1036] "GILL"                 "GILLAG"               "GILLEG"              
## [1039] "GILLIG"               "GILLIG LLC"           "GILLIS"              
## [1042] "GIO"                  "GM"                   "GMC"                 
## [1045] "GMC?"                 "GMC TK"               "GMC TRUCK"           
## [1048] "GMCV"                 "GMD"                  "GMF"                 
## [1051] "GMG"                  "GMS"                  "GMT"                 
## [1054] "GMV"                  "GMX"                  "GMZ"                 
## [1057] "GNC"                  "GOCO"                 "GOE"                 
## [1060] "GOLD"                 "GOLDEN BEE"           "GONDA"               
## [1063] "GORD"                 "GORRILLA"             "GOSH"                
## [1066] "GRAND"                "GRAND CHER"           "GRAND CHEROKEE"      
## [1069] "GRAND MARQ"           "GRAND MARQUIS"        "GRAND TENTON"        
## [1072] "GRAY"                 "GREEN"                "GREEN POWER"         
## [1075] "GROVE"                "GRUMAN"               "GRUMMAN"             
## [1078] "GS350"                "GT"                   "H0ND"                
## [1081] "H0NDA"                "H6NDA"                "HACKNEY"             
## [1084] "HAELEY"               "HAND"                 "HANDA"               
## [1087] "HARI"                 "HARL"                 "HARL DAV"            
## [1090] "HARLEY"               "HARLEY D"             "HARLEY DAV"          
## [1093] "HARLEY DAVID"         "HARLEY  DAVIDSO"      "HARLEYDAVIDSON"      
## [1096] "HARLEY DAVIDSON"      "HARLEY-DAVIDSON"      "HAUL"                
## [1099] "HAWK"                 "HAYUNDI"              "HCRY"                
## [1102] "HD"                   "H D"                  "HDSN"                
## [1105] "HD TRUCK"             "HEAVY DUTY"           "HEEP"                
## [1108] "HEIL"                 "HENSIM"               "HEV"                 
## [1111] "HEVROLET"             "HEVY"                 "HHONDA"              
## [1114] "HHYUNDA"              "HHYUNDAI"             "HIA"                 
## [1117] "HIN"                  "HIND"                 "HINDA"               
## [1120] "HINDO"                "HINO"                 "HIOND"               
## [1123] "HIONDA"               "HISS"                 "HISSAN"              
## [1126] "HIUNDAI"              "HIUNDAY"              "HIYUNDA"             
## [1129] "HMC"                  "HMDE"                 "HMST"                
## [1132] "HND"                  "HNDA"                 "HNDYI"               
## [1135] "HNO"                  "HNODA"                "HOADA"               
## [1138] "HOBDA"                "HOCNDA"               "HODA"                
## [1141] "HODDA"                "HODNA"                "HOHD"                
## [1144] "HOIDNA"               "HOIND"                "HOINDA"              
## [1147] "HOLM"                 "HOLNDA"               "HOMD"                
## [1150] "HOMDA"                "HOME"                 "HOMEMADE"            
## [1153] "HOME MADE"            "HOMESTEADER"          "HOME TL"             
## [1156] "HOMNDA"               "HOMS"                 "HON"                 
## [1159] "HONA"                 "HONAD"                "HONADA"              
## [1162] "HOND"                 "HOND`"                "HOND4D"              
## [1165] "HOND4S"               "HONDA"                "HON DA"              
## [1168] "HONDA`"               "HONDA]"               "HONDA1"              
## [1171] "HONDA2012"            "HONDA2D"              "HONDA  2D"           
## [1174] "HONDA2DR"             "HONDA 2S"             "HONDA4"              
## [1177] "HONDA4D"              "HONDA 4D"             "HONDA 4DR"           
## [1180] "HONDAA"               "HONDA B"              "HONDAC"              
## [1183] "HONDACAMRY"           "HONDACIB="            "HONDACIV"            
## [1186] "HONDACIVIC"           "HONDA CIVIC"          "HONDA CIVIV"         
## [1189] "HONDACRV"             "HONDA CRV"            "HONDA `CRV"          
## [1192] "HONDAD"               "HONDA ELEMENT"        "HONDAHYUNDAI"        
## [1195] "HONDAI"               "HONDANISSAN"          "HONDA ODYSSEY"       
## [1198] "HONDAQ"               "HONDASILVER"          "HONDAY"              
## [1201] "HONDDA"               "HONDM"                "HONDQ"               
## [1204] "HONDS"                "HONDSA"               "HONDTK"              
## [1207] "HONDVA"               "HONDVAL"              "HONDVAL1994"         
## [1210] "HONDVAL1996"          "HONDVAL1998"          "HONDVAL1999"         
## [1213] "HONDVAL2000"          "HONDVAL2002"          "HONDVAL2003"         
## [1216] "HONDVAL2004"          "HONDVAL2005"          "HONDVAL2006"         
## [1219] "HONDVAL2007"          "HONDVAL2008"          "HONDVAL2009"         
## [1222] "HONDVAL2010"          "HONDVAL2011"          "HONDVAL2012"         
## [1225] "HONDVAL2013"          "HONDVAL2014"          "HONDVAL2015"         
## [1228] "HONDY"                "HONF"                 "HONFA"               
## [1231] "HONG"                 "HONGA"                "HONHDA"              
## [1234] "HONIDA"               "HONND"                "HONNDA"              
## [1237] "HONODA"               "HONS"                 "HONSA"               
## [1240] "HONTD"                "HOONDA"               "HPNDA"               
## [1243] "HT"                   "HTUN"                 "HTUNDAI"             
## [1246] "HUAND"                "HUANDAI"              "HUCA"                
## [1249] "HUDAYI"               "HUDS"                 "HUDSON"              
## [1252] "HUFFY"                "HUINDAY"              "HUMAN"               
## [1255] "HUMAN BEING"          "HUMAN-BEING"          "HUMER"               
## [1258] "HUMM"                 "HUMMER"               "HUN"                 
## [1261] "HUND"                 "HUNDA"                "HUNDAI"              
## [1264] "HUNDAY"               "HUNDAYI"              "HUNDI"               
## [1267] "HUNDY"                "HUNDYAI"              "HUNDYI"              
## [1270] "HUNI"                 "HUNY"                 "HUSDON"              
## [1273] "HUUN"                 "HUUNDAI"              "HUY"                 
## [1276] "HUYAND"               "HUYANDAI"             "HUYANDI"             
## [1279] "HUYDAI"               "HUYDIA"               "HUYN"                
## [1282] "HUYNA"                "HUYND"                "HUYNDAI"             
## [1285] "HUYNDAY"              "HUYNDI"               "HUYNDIA"             
## [1288] "HUYUN"                "HUYUND"               "HUYUNDA"             
## [1291] "HUYUNDAI"             "HUYUNDI"              "HUZH"                
## [1294] "HWK"                  "HY"                   "HYAN"                
## [1297] "HYANDAI"              "HYANDAU"              "HYANDI"              
## [1300] "HYANDIA"              "HYANDUI"              "HYAUNDAI"            
## [1303] "HYAUNDI"              "HYDR"                 "HYDU"                
## [1306] "HYHUNDAI"             "HYIDAI"               "HYIN"                
## [1309] "HYINDAI"              "HYN"                  "HYND"                
## [1312] "HYNDA"                "HYNDAI"               "HYNDAY"              
## [1315] "HYNDI"                "HYNDIA"               "HYNDUAI"             
## [1318] "HYNI"                 "HYNNDAI"              "HYNU"                
## [1321] "HYNUDAI"              "HYNUNDAI"             "HYTR"                
## [1324] "HYU"                  "HYUADAI"              "HYUAND1"             
## [1327] "HYUANDA"              "HYUANDAI"             "HYUANDI"             
## [1330] "HYUB"                 "HYUBDAI"              "HYUD"                
## [1333] "HYUDA"                "HYUDAI"               "HYUDAY"              
## [1336] "HYUDDAI"              "HYUDIA"               "HYUMDAI"             
## [1339] "HYUN"                 "HYU N"                "HYUNA"               
## [1342] "HYUNADAI"             "HYUNAI"               "HYUNANDI"            
## [1345] "HYUND"                "HYUND1"               "HYUNDA"              
## [1348] "HYUNDA5"              "HYUNDAI"              "HYU NDAI"            
## [1351] "HYUN DAI"             "HYUNDAI`"             "HYUNDAI/"            
## [1354] "HYUNDAIA"             "HYUNDAI GENESIS"      "HYUNDAII"            
## [1357] "HYUNDAIN"             "HYUNDAIQ"             "HYUNDAIR"            
## [1360] "HYUNDAIW"             "HYUNDAO"              "HYUNDAU"             
## [1363] "HYUNDAY"              "HYUNDDIA"             "HYUNDHI"             
## [1366] "HYUNDI"               "HYUNDIA"              "HYU NDIA"            
## [1369] "HYUNDOIA"             "HYUNDUI"              "HYUNDY"              
## [1372] "HYUNI"                "HYUNNDAI"             "HYUNSAI"             
## [1375] "HYUNUDAI"             "HYUNUNDAI"            "HYUNVA"              
## [1378] "HYUNVAL2000"          "HYUNVAL2005"          "HYUNVAL2008"         
## [1381] "HYUNVAL2010"          "HYUNVAL2011"          "HYUNVAL2012"         
## [1384] "HYUNVAL2013"          "HYUNVAL2014"          "HYUNVAL2015"         
## [1387] "HYUUN"                "HYUUNDAI"             "HYYNDAI"             
## [1390] "HYYUNDA"              "HYYUNDAI"             "IC"                  
## [1393] "ICEB"                 "ICU"                  "IFIN"                
## [1396] "IFINI"                "IFINITI"              "I FINITI"            
## [1399] "IFINITY"              "IHC"                  "IKIA"                
## [1402] "IMC"                  "IMPALA"               "IMPALACHEVY"         
## [1405] "IMPE"                 "INCOLN"               "INF"                 
## [1408] "INFF"                 "INFI"                 "INFII"               
## [1411] "INFIINIIT"            "INFIINITI"            "INFIINTI"            
## [1414] "INFIIT"               "INFIITI"              "INFIITIT"            
## [1417] "INFIITY"              "INFIMITI"             "INFIN"               
## [1420] "INFINI"               "INFINIETE"            "INFINII"             
## [1423] "INFINIITI"            "INFININTI"            "INFINIT"             
## [1426] "INFINITA"             "INFINITE"             "INFINITI"            
## [1429] "INFINITIE"            "INFINITIF"            "INFINITII"           
## [1432] "INFINITIT"            "INFINITU"             "INFINITY"            
## [1435] "INFINITYI"            "INFINITYQ"            "INFINITYY"           
## [1438] "INFINIY"              "INFINNITY"            "INFINTE"             
## [1441] "INFINTI"              "INFINTIT"             "INFINTY"             
## [1444] "INFIT"                "INFITI"               "INFITNITE"           
## [1447] "INFITY"               "INFIVA"               "INFIVAL"             
## [1450] "INFIVAL2010"          "INFIVAL2013"          "INFN"                
## [1453] "INFNIITI"             "INFNITI"              "INFNITY"             
## [1456] "INFNTI"               "INFONITI"             "INFT"                
## [1459] "INGINITY"             "INI"                  "INIF"                
## [1462] "INIFI"                "INIFINIT"             "INIFINITI"           
## [1465] "INIFINITY"            "INIFINTY"             "INIFITI"             
## [1468] "INIFNITY"             "ININITY"              "INIT"                
## [1471] "INT"                  "INTE"                 "INTEL"               
## [1474] "INTENATIONAL"         "INTER"                "INTERCHANGEABLE"     
## [1477] "INTERN"               "INTERNA"              "INTERNAT"            
## [1480] "INTERNATINAL"         "INTERNATION"          "INTERNATIONA"        
## [1483] "INTERNATIONAL"        "INTERNATIONAL D"      "INTERNATIONL"        
## [1486] "INTERNATL"            "INTERNL"              "INTERNTIONAL"        
## [1489] "INTERTATIONAL"        "INTL"                 "INT'L"               
## [1492] "INTL TRUCK"           "INTN"                 "INTNL"               
## [1495] "INTO"                 "INTR"                 "INVINITI"            
## [1498] "ION"                  "ISAN"                 "ISSAN"               
## [1501] "ISSU"                 "ISSUZU"               "ISU"                 
## [1504] "ISUK"                 "ISUKU"                "ISUS"                
## [1507] "ISUSU"                "ISUZ"                 "ISUZE"               
## [1510] "ISUZI"                "ISUZO"                "ISUZ TK"             
## [1513] "ISUZU"                "ISUZUE"               "ISUZUI"              
## [1516] "ISUZU RODEO"          "ISUZVAL1998"          "ISZ"                 
## [1519] "ISZU"                 "ISZUU"                "ISZUZU"              
## [1522] "ITSUBISHI"            "IUSUZU"               "IUZU"                
## [1525] "IVEC"                 "IZU"                  "IZUS"                
## [1528] "IZUSU"                "IZUZ"                 "IZUZU"               
## [1531] "JADUAR"               "JAG"                  "JAGJUAR"             
## [1534] "JAGR"                 "JAGU"                 "JAGUA"               
## [1537] "JAGUAR"               "JAGUVAL1991"          "JAHUAR"              
## [1540] "JAJUAR"               "JANGUAR"              "JANIS"               
## [1543] "JANUAR"               "JAOTAO"               "JAQUAR"              
## [1546] "JATAO"                "JAUAR"                "JAUG"                
## [1549] "JAUGUAR"              "JAYCO"                "JEE"                 
## [1552] "JEED"                 "JEEEP"                "JEEF"                
## [1555] "JEEK"                 "JEEM"                 "JEEO"                
## [1558] "JEEP"                 "JEEP 4D"              "JEEPD"               
## [1561] "JEEP L"               "JEEPP"                "JEEPQ"               
## [1564] "JEEPSUV"              "JEEP TK"              "JEEPVAL1998"         
## [1567] "JEEPVAL1999"          "JEEPVAL2010"          "JEEPVAL2014"         
## [1570] "JEET"                 "JEFF"                 "JEP"                 
## [1573] "JEPP"                 "JETAA"                "JETTA"               
## [1576] "JIA"                  "JIALING"              "JIFF"                
## [1579] "JJEEP"                "JMPOWERSPORTS"        "JMST"                
## [1582] "JMSTAR POWER SP"      "JOHN DEER"            "JOHN DEERE"          
## [1585] "JOND"                 "JONDA"                "JONWAY"              
## [1588] "JP"                   "JRRP"                 "JRTR"                
## [1591] "JUGAR"                "JYUNDAI"              "KA"                  
## [1594] "KAASAKI"              "KAFU"                 "KAI"                 
## [1597] "KAIS"                 "KAIT"                 "KAITONG"             
## [1600] "KAKA"                 "KALW"                 "KARA"                
## [1603] "KAUF"                 "KAUFMAN"              "KAW"                 
## [1606] "KAWA"                 "KAWAS"                "KAWASACKI"           
## [1609] "KAWASAKE"             "KAWASAKI"             "KAWASAWKI"           
## [1612] "KAWASKI"              "KAWC"                 "KAWI"                
## [1615] "KAWK"                 "KAWKISI"              "KAWSAKI"             
## [1618] "KAZDA"                "KEEP"                 "KEEWAY"              
## [1621] "KEN"                  "KENALWORTH"           "KENDON"              
## [1624] "KENILWORTH"           "KENIWERTH"            "KENIWORTH"           
## [1627] "KENMORE"              "KENNILWORTH"          "KENOWORTH"           
## [1630] "KENTWORTH"            "KENW"                 "KENWOOD"             
## [1633] "KENWORT"              "KENWORTH"             "KEN WORTH"           
## [1636] "KENWORTHY"            "KENWOTH"              "KENWTR"              
## [1639] "KEXS"                 "KEXU"                 "KEXUS"               
## [1642] "KI"                   "KIA"                  "KIA4"                
## [1645] "KIABLA"               "KIA OPTIMA"           "KIAV"                
## [1648] "KIAVAL2004"           "KIAVAL2005"           "KIAVAL2007"          
## [1651] "KIA VAN"              "KIDA"                 "KIIA"                
## [1654] "KINC"                 "KINGRING"             "KING RING"           
## [1657] "KINO"                 "KIO"                  "KIS"                 
## [1660] "KLR"                  "KMCO"                 "KOEHRING"            
## [1663] "KONA"                 "KRAF"                 "KRAFT"               
## [1666] "KRYS"                 "KRYSTAL"              "KTM"                 
## [1669] "KW"                   "KWAK"                 "KWASAKI"             
## [1672] "KWDT"                 "KYCO"                 "KYMC"                
## [1675] "KYMCO"                "KYMOCO"               "L300"                
## [1678] "LAD ROVER"            "LA JOLLA"             "LAM"                 
## [1681] "LAMB"                 "LAMBO"                "LAMBORGHINI"         
## [1684] "LAMO"                 "LANCASTER"            "LAND"                
## [1687] "LANDCRU"              "LANDCRUISER"          "LANDCRUSIER"         
## [1690] "LANDDROVER"           "LANDOVER"             "LAND OVER"           
## [1693] "LANDR"                "LAND RANGER"          "LAND RAOVER"         
## [1696] "LANDRO"               "LANDROER"             "LAND ROER"           
## [1699] "LANDROV"              "LAND ROV"             "LANDROVE"            
## [1702] "LANDROVER"            "LA ND ROVER"          "LAND ROVER"          
## [1705] "LAND  ROVER"          "LAND ROVR"            "LAND ROVWR"          
## [1708] "LANDR ROVER"          "LAND RVER"            "LANDRVR"             
## [1711] "LAND RVR"             "LANDVAL2012"          "LANDVAL2013"         
## [1714] "LANDVAL2015"          "LANK"                 "LANR"                
## [1717] "LANRO"                "LANROVER"             "LAN ROVER"           
## [1720] "LARO"                 "LB50"                 "LDRV"                
## [1723] "LEEXUS"               "LEIK"                 "LEIKE"               
## [1726] "LEON"                 "LEONARD"              "LES"                 
## [1729] "LESL"                 "LESUS"                "LESUX"               
## [1732] "LESXUS"               "LEUS"                 "LEUX"                
## [1735] "LEVU"                 "LEVUS"                "LEX"                 
## [1738] "LEXAS"                "LEXES"                "LEXI"                
## [1741] "LEXIS"                "LEXIU"                "LEXIUS"              
## [1744] "LEXO"                 "LEXS"                 "LEXSUS"              
## [1747] "LEXU"                 "LEXUA"                "LEXUAS"              
## [1750] "LEXUC"                "LEXUD"                "LEXUE"               
## [1753] "LEXUES"               "LEXUS"                ",LEXUS"              
## [1756] "]LEXUS"               "LEXUS`"               "LEXUS4D"             
## [1759] "LEXUS 4S"             "LEXUSQ"               "LEXUSS"              
## [1762] "LEXUSTR"              "LEXUUS"               "LEXUVAL1992"         
## [1765] "LEXUVAL2003"          "LEXUVAL2004"          "LEXUVAL2006"         
## [1768] "LEXUVAL2008"          "LEXUVAL2010"          "LEXUVAL2011"         
## [1771] "LEXUX"                "LEXUXS"               "LEXUXUS"             
## [1774] "LEXUZ"                "LEXXS"                "LEXXUS"              
## [1777] "LEXZ"                 "LEZUS"                "LIA"                 
## [1780] "LIC"                  "LICN"                 "LICOLIN"             
## [1783] "LICOLN"               "LIEBHERR"             "LIINCOLN"            
## [1786] "LIN"                  "LINC"                 "`LINC"               
## [1789] "LINCILN"              "LINCILNBL"            "LINCL"               
## [1792] "LINCLN"               "LINCLON"              "LINCO"               
## [1795] "LINCOKN"              "LINCOL"               "LINCOLIN"            
## [1798] "LINCOLM"              "LINCOLN"              "LINCOLNN"            
## [1801] "LINCON"               "LINCONLN"             "LINC TRUCK"          
## [1804] "LINCVAL2000"          "LINCVAL2001"          "LINCVAL2002"         
## [1807] "LINGYU"               "LINK"                 "LINNC"               
## [1810] "LINNCOLN"             "LINVOLN"              "LITESPEED"           
## [1813] "LLEX"                 "LLV"                  "LMAND ROVER"         
## [1816] "LNCI"                 "LND"                  "LNDR"                
## [1819] "LND ROV"              "LNDROVER"             "LND ROVER"           
## [1822] "LNDRVR"               "LND RVR"              "LNRR"                
## [1825] "LNRV"                 "LOAD"                 "LOAD TRAIL"          
## [1828] "LOAD TRAILER"         "LOBO"                 "LODA"                
## [1831] "LODAL"                "LONCIN 110CC"         "LONCOLN"             
## [1834] "LONG"                 "LONGBO"               "LORI"                
## [1837] "LOTR"                 "LOTU"                 "LOTUS"               
## [1840] "LOUTUS"               "LRD400"               "LROV"                
## [1843] "LRSN"                 "LRXUS"                "LTE"                 
## [1846] "LUXU"                 "LUXUS"                "LXUS"                
## [1849] "LYMOUTH"              "LYNX"                 "M34Z"                
## [1852] "MAC"                  "MACDA"                "MACH"                
## [1855] "MACK"                 "MACL"                 "MAD"                 
## [1858] "MADA"                 "MADAZA"               "MADD"                
## [1861] "MADZ"                 "MADZA"                "MADZDA"              
## [1864] "MAIL"                 "MAKE"                 "MALIBU"              
## [1867] "MARC"                 "MARCEDEZ"             "MARM"                
## [1870] "MARMON"               "MAROON"               "MARYLAND"            
## [1873] "MARZ"                 "MAS"                  "MASARATI"            
## [1876] "MASARATTI"            "MASD"                 "MASDA"               
## [1879] "MASDIA"               "MASE"                 "MASER"               
## [1882] "MASERADI"             "MASERAII"             "MASERATI"            
## [1885] "MASERATTI"            "MASERITI"             "MASERSTI"            
## [1888] "MASR"                 "MAST"                 "MASTER"              
## [1891] "MASTERCRAFT"          "MASTERLOAD"           "MASTERTRAC"          
## [1894] "MASTERTRACK"          "MASTER TRACK"         "MASTERTRAK"          
## [1897] "MAST TL"              "MASZ"                 "MATL"                
## [1900] "MATR"                 "MATRIX"               "MAVDA"               
## [1903] "MAWO"                 "MAXD"                 "MAXDA"               
## [1906] "MAXIMA"               "MAXUM"                "MAYB"                
## [1909] "MAYBACH"              "MAZ"                  "MAZ4S"               
## [1912] "MAZA"                 "MAZADA"               "MAZC"                
## [1915] "MAZD"                 "MAZD3"                "MAZDA"               
## [1918] "MAZDA`"               "MAZDA3"               "MAZDA 3"             
## [1921] "MAZDA5"               "MAZDA6"               "MAZDA 6"             
## [1924] "MAZDAD"               "MAZDS"                "MAZD SW"             
## [1927] "MAZDVA"               "MAZDVAL1999"          "MAZDVAL2004"         
## [1930] "MAZDVAL2007"          "MAZDVAL2008"          "MAZDVAL2010"         
## [1933] "MAZDVAL2011"          "MAZDVAL2013"          "MAZDVAL2014"         
## [1936] "MAZDVAL2015"          "MAZDZ"                "MAZFA"               
## [1939] "MAZRA"                "MAZS"                 "MAZSA"               
## [1942] "MAZZDA"               "MB"                   "MBENZ"               
## [1945] "M BENZ"               "M-BENZ"               "M/BENZ"              
## [1948] "MBW"                  "MBY"                  "MC"                  
## [1951] "MCELRATH"             "MCI"                  "MCIN"                
## [1954] "MCLAREN"              "MD"                   "MDX"                 
## [1957] "MEBE"                 "MEBZ"                 "MECE"                
## [1960] "MECEDES"              "MECEDEZ"              "MECERDES"            
## [1963] "MECRURY"              "MECURT"               "MECURY"              
## [1966] "MECURYMERCURY"        "MEERCEDES"            "MEES"                
## [1969] "MEITIAN"              "MER"                  "MERB"                
## [1972] "MERBENZ"              "MER BENZ"             "MER-BENZ"            
## [1975] "MER/BENZ"             "MERC"                 "MERCADE BENZ"        
## [1978] "MERCADE-BENZ"         "MERCADES"             "MERCADES-BENZ"       
## [1981] "MERCADEZ"             "MERCB"                "MERCBEN"             
## [1984] "MERC BENZ"            "MERC. BENZ"           "MERC BNZ"            
## [1987] "MERCBZ"               "MERCCDES BENZ"        "MERCCURY"            
## [1990] "MERCD"                "MERCDES"              "MERCDEZ"             
## [1993] "MERC DODGE"           "MERCDZ"               "MERCE"               
## [1996] "MERCEADES"            "MERCE-BENZ"           "MERCED"              
## [1999] "MERCEDE"              "MERCEDEA"             "MERCEDEC"            
## [2002] "MERCEDED"             "MERCEDEDS"            "MERCEDEES"           
## [2005] "MERCEDES"             "MERC EDES"            "MERCEDES AMG"        
## [2008] "MERCEDES BANZ"        "MERCEDES BEMZ"        "MERCEDES BEN"        
## [2011] "MERCEDES-BENS"        "MERCEDES BENX"        "MERCEDESBENZ"        
## [2014] "MERCEDES BENZ"        "MERCEDES  BE NZ"      "MERCEDES-BENZ"       
## [2017] "MERCEDES- BENZ"       "MERCEDES BENZE"       "MERCEDES-BNZ"        
## [2020] "MERCEDES C300"        "MERCEDESE"            "MERCEDES ENZ"        
## [2023] "MERCEDES MENZ"        "MERCEDES TK"          "MERCEDEX"            
## [2026] "MERCEDEZ"             "MERCEDEZ/AMG"         "MERCEDEZ BEN"        
## [2029] "MERCEDEZ BENS"        "MERCEDEZ BENZ"        "MERCEDEZ-BENZ"       
## [2032] "MERCEDEZ BNZ"         "MERCEDEZQ"            "MERCEDIES"           
## [2035] "MERCEDS"              "MERCEDS BENZ"         "MERCEDZ"             
## [2038] "MERCEDZ BENZ"         "MERCEEDES"            "MERCENDES"           
## [2041] "MERCERDES"            "MERCERY"              "MERCES"              
## [2044] "MERCESDES"            "MERCESED"             "MERCEZ"              
## [2047] "MERCHURY"             "MERCIDEZ"             "MERCQ"               
## [2050] "MERCRUY"              "MERCRY"               "MERCSDEZ"            
## [2053] "MERCU"                "MERCUCY"              "MERCUR"              
## [2056] "MERCURAY"             "MERCURI"              "MERCURT"             
## [2059] "MERCURY"              "MERCUY"               "MERCVAL1971"         
## [2062] "MERCVAL1993"          "MERCVAL2000"          "MERCVAL2001"         
## [2065] "MERCVAL2004"          "MERCVAL2006"          "MERCVAL2007"         
## [2068] "MERCVAL2011"          "MERCVAL2012"          "MERCVAL2013"         
## [2071] "MERCVAL2014"          "MERCY"                "MERCYRT"             
## [2074] "MERCZ"                "MERCZDEZ"             "MERD"                
## [2077] "MERDECES BENZ"        "MERDEDES"             "MEREC"               
## [2080] "MERECEDES"            "MERECEDES BENZ"       "MEREDES"             
## [2083] "MERK"                 "MERQ"                 "MERQUIS"             
## [2086] "MERRZ"                "MERS"                 "MERSEDE"             
## [2089] "MERSEDES"             "MERSEDES-BENZ"        "MERSEDEZ"            
## [2092] "MERURY"               "MER URY"              "MERV"                
## [2095] "MERVEDES"             "MERVEDEZ"             "MERX"                
## [2098] "MERXZ"                "MERZ"                 "MERZ4S"              
## [2101] "MERZADES"             "MERZADEZ"             "MERZB"               
## [2104] "MERZ B"               "MERZBEN"              "MERZ-BENX"           
## [2107] "MERZBENZ"             "MERZ BENZ"            "MERZ-BENZ"           
## [2110] "MERZCEDES"            "MERZCEDES BENZE"      "MERZD"               
## [2113] "MERZDS"               "MERZE"                "MERZEDE"             
## [2116] "MERZEDES"             "MERZEDS"              "MERZS"               
## [2119] "METRO"                "METROPOLITAN"         "METZ"                
## [2122] "MEZ"                  "MEZDA"                "MG"                  
## [2125] "MIAT"                 "MICR"                 "MI/F"                
## [2128] "MIFU"                 "MI/FU"                "MIITS"               
## [2131] "MIITSUBISHI"          "MILL"                 "MIMI"                
## [2134] "MIN"                  "MINC"                 "MIN COOPER"          
## [2137] "MINI"                 "MINI2D"               "MINIBIKE"            
## [2140] "MINI CN"              "MINICOOP"             "MINI COOP"           
## [2143] "MINI  COOP"           "MINICOOPER"           "MINI COOPER"         
## [2146] "MINII"                "MININ"                "MINIVAL2006"         
## [2149] "MINIVAL2009"          "MINIVAL2011"          "MINIVAL2013"         
## [2152] "MINIVAL2014"          "MINJI"                "MINNI"               
## [2155] "MINNIAN"              "MINNI COOPER"         "MINO"                
## [2158] "MIRS"                 "MIS"                  "MISA"                
## [2161] "MISBSHI"              "MISS"                 "MISSAN"              
## [2164] "MISSIBISHI"           "MISSUBISHI"           "MIST"                
## [2167] "MISTH"                "MISTI"                "MISTS"               
## [2170] "MISTSUBISHI"          "MISTU"                "MISTUBISHI"          
## [2173] "MISTUBUISHI"          "MISTUSUBISHI"         "MISUBISHI"           
## [2176] "MIT"                  "MITA"                 "MITCH"               
## [2179] "MITI"                 "MITIBISHI"            "MITIS"               
## [2182] "MITISBISHI"           "MITISHBI"             "MITISHBSHI"          
## [2185] "MITISHIBI"            "MITISHIBISHI"         "MITISIBISHI"         
## [2188] "MITISUBISHI"          "MITISUBUSHI"          "MITS"                
## [2191] "MITS."                "MITSABUSHI"           "MITSB"               
## [2194] "MITSBISHI"            "MITSBISHII"           "MITSBUISHI"          
## [2197] "MITSBUSHI"            "MITS/FUSO"            "MITSH"               
## [2200] "MITSHBISHI"           "MITSHIBI"             "MITSHIBISHI"         
## [2203] "MITSHUBISHI"          "MITSI"                "MITSIBISH"           
## [2206] "MITSIBISHI"           "MITSIBUSHI"           "MITSIUBISHI"         
## [2209] "MITSU"                "MITSUB"               "MITSUBASHI"          
## [2212] "MITSUBESHI"           "MITSUBHI"             "MITSUBICHI"          
## [2215] "MITSUBIGHI"           "MITSUBIHI"            "MITSUBIISHI"         
## [2218] "MITSUBIS"             "MITSUBISGU"           "MITSUBISH"           
## [2221] "MITSUBISHI"           "MITSUBISHI`"          "MITSUBISHIE"         
## [2224] "MITSUBISHI N-24"      "MITSUBISHIT"          "MITSUBISHU"          
## [2227] "MITSUBISHUI"          "MITSUBISI"            "MITSUBISIH"          
## [2230] "MITSUBISIU"           "MITSUBISSHI"          "MITSUBISUI"          
## [2233] "MITSUBITSHI"          "MITSUBSHI"            "MITSUBSHI2DR"        
## [2236] "MITSUBUISHI"          "MITSUBUSHI"           "MITSUBUSHU"          
## [2239] "MITSUH."              "MITSUHISHI"           "MITSUIBISHI"         
## [2242] "MITSUISHI"            "MITSUSHI"             "MITSUUBISHI"         
## [2245] "MITSVAL2001"          "MITSVAL2006"          "MITSVAL2014"         
## [2248] "MITT"                 "MITTS"                "MITTSIBTI"           
## [2251] "MITTSUBISHI"          "MITU"                 "MITUBISHI"           
## [2254] "MITUBISHI`"           "MITUSBISHI"           "MITUSHISHI"          
## [2257] "MITXS"                "MITXUBISHI"           "MITZ"                
## [2260] "MITZIBISHI"           "MITZIBUSHI"           "MITZU"               
## [2263] "MITZUBISHI"           "MIZUBISHI"            "MMERCEDES"           
## [2266] "MMERZ"                "MNI"                  "MNNI"                
## [2269] "MNW"                  "MOBED"                "MODD"                
## [2272] "MODZ"                 "MONDA"                "MONGOOSE"            
## [2275] "MONT"                 "MONTECARLO"           "MOPED"               
## [2278] "MORGAN"               "MORI"                 "MORITZ"              
## [2281] "MOTIVE"               "MOTOBRAVO"            "MOTO GUZZI"          
## [2284] "MOTOR"                "MOTORELI"             "MOTORIZED"           
## [2287] "MOTOR SCOOTER"        "MOTOVOX"              "MOTSUBISHI"          
## [2290] "MOZDA"                "MRCB"                 "MRC BENZ"            
## [2293] "MRCD"                 "MRCEDES"              "MRCEDES-BENZ"        
## [2296] "MRCEDEZ"              "MRCERDEZ"             "MRCURY"              
## [2299] "MRCY"                 "MREC"                 "MRECEDES"            
## [2302] "MRECEDEZ"             "MRECURY"              "MREZ"                
## [2305] "MRRZ"                 "MRZ"                  "MRZD"                
## [2308] "MSAERADI"             "MSTR"                 "MT"                  
## [2311] "MTIS"                 "MTS"                  "MTSUBISHI"           
## [2314] "MTT"                  "MTZ"                  "MUMMER"              
## [2317] "MUR"                  "MURC"                 "MURCARY"             
## [2320] "MURCRY"               "MURCURY"              "MURRAY"              
## [2323] "MUSTANG"              "MVAG"                 "MW"                  
## [2326] "MZADA"                "MZD"                  "MZDA"                
## [2329] "N9SSAN"               "N/A"                  "NAIS"                
## [2332] "NARD"                 "NAZDA"                "NDMC"                
## [2335] "NECR"                 "NEO"                  "NEON"                
## [2338] "NERCEDES"             "NERCEDEZ"             "NERCURY"             
## [2341] "NERZ"                 "NEW FLUER"            "NEWFLYER"            
## [2344] "NEW FLYER"            "NEW HOLLAND"          "NEW YORKER"          
## [2347] "NEXT"                 "NFLY"                 "NIAAN"               
## [2350] "NIAASAN"              "NIASSAN"              "NIDSSAN"             
## [2353] "NIFINITI"             "NII"                  "NIIS"                
## [2356] "NIISAN"               "NIISS"                "NIISSAN"             
## [2359] "NIISSIAN"             "NIITRO"               "NIMR"                
## [2362] "NINGBO"               "NINMBO"               "NINSAN"              
## [2365] "NIS"                  "NISAAN"               "NISAN"               
## [2368] "NISASAN"              "NISD"                 "NISIAN"              
## [2371] "NISN"                 "NISS"                 "NISS."               
## [2374] "NISS 4DR"             "NISS 4S"              "NISSA"               
## [2377] "NISSAAN"              "NISSAB"               "NISSAIN"             
## [2380] "NISSAK"               "NISSAL"               "NISSAM"              
## [2383] "NISSAN"               ";NISSAN"              "'NISSAN"             
## [2386] "NISSA N"              "NISSAN`"              "NISSAN 4DR"          
## [2389] "NISSAN 4S"            "NISSANA"              "NISSAN ALTIMA"       
## [2392] "NISSAN FRONTEIR"      "NISSAN FRONTIER"      "NISSAN HD"           
## [2395] "NISSANM"              "NISSANMAXIMA"         "NISSAN MAXIMA"       
## [2398] "NISSAN MURANO"        "NISSANN"              "NISSAN QUEST"        
## [2401] "NISSANS"              "NISSANSENTRA"         "NISSAN SENTRA"       
## [2404] "NISSAN SUV"           "NISSAN TK"            "NISSAN / UD"         
## [2407] "NISSAS"               "NISSASN"              "NISSAV"              
## [2410] "NISSEN"               "NISSI"                "NISSIAM"             
## [2413] "NISSIAN"              "NISSINA"              "NISSION"             
## [2416] "NISSN"                "NISSNA"               "NISSON"              
## [2419] "NISSS"                "NISSSAN"              "NISSVAL1996"         
## [2422] "NISSVAL1999"          "NISSVAL2003"          "NISSVAL2005"         
## [2425] "NISSVAL2007"          "NISSVAL2008"          "NISSVAL2010"         
## [2428] "NISSVAL2011"          "NISSVAL2012"          "NISSVAL2013"         
## [2431] "NISSVAL2014"          "NISSVAL2015"          "NISSVAN"             
## [2434] "NISU"                 "NITS"                 "NIXX"                
## [2437] "NIZZAN"               "NMW"                  "NNISS"               
## [2440] "NNISSAN"              "NNT"                  "NOISSAN"             
## [2443] "NOLKSWAGEN"           "NOND"                 "NONE"                
## [2446] "NOSSAN"               "NO VEHICLE"           "NP"                  
## [2449] "NPR"                  "NSS"                  "NSSAN"               
## [2452] "NSSIAN"               "NSSSAN"               "NT"                  
## [2455] "NUISSAN"              "NUS"                  "NUSSAN"              
## [2458] "NWFL"                 "NYUNDAI"              "ODGE"                
## [2461] "ODLS"                 "ODS"                  "ODYSSEY"             
## [2464] "OIYOTA"               "OLD"                  "OLDESMOBILE"         
## [2467] "OLDMOBILE"            "OLD MOBILE"           "OLDMOBLIE"           
## [2470] "OLDS"                 "OLDSMOBIL"            "OLDSMOBILE"          
## [2473] "OLDS MOBILE"          "OLDSMOBILE`"          "OLDSMOBLE"           
## [2476] "OLDSMOBLIE"           "OLDSMOBOLE"           "OLDSMOILE"           
## [2479] "OLDSVAL1994"          "OLDSVAL2002"          "OLDSVAL2003"         
## [2482] "OLK"                  "OLKSWAGON"            "OLS"                 
## [2485] "OLSMOBILE"            "OND"                  "ONDA"                
## [2488] "ONTL"                 "OOTA"                 "OPTIMA"              
## [2491] "ORBEA"                "ORD"                  "ORI"                 
## [2494] "ORINO"                "ORIO"                 "ORION"               
## [2497] "ORKH"                 "OTHER"                "OTHR"                
## [2500] "OUTB"                 "OUTBACK"              "OYOTA"               
## [2503] "OYOYA"                "OYT"                  "P0NTIAC"             
## [2506] "P4D"                  "PAAM"                 "PACE"                
## [2509] "PACE SPORT"           "PAGSTA"               "PAMR"                
## [2512] "PASEO"                "PASSAT"               "PATH"                
## [2515] "PB"                   "PEACE SPORTS"         "PED"                 
## [2518] "PEDESTRIAN"           "PENSKE"               "PEOPLE"              
## [2521] "PEQU"                 "PERM"                 "PERO"                
## [2524] "PERQ"                 "PERSON"               "PET"                 
## [2527] "PETE"                 "PETEBULIT"            "PETER"               
## [2530] "PETERB"               "PETERBELT"            "PETERBILT"           
## [2533] "PETERBLT"             "PETERBUILT"           "PETER BUILT"         
## [2536] "PETERBULIT"           "PETERBULT"            "PETERBU;LT"          
## [2539] "PETER CON"            "PETR"                 "PEUG"                
## [2542] "PHB"                  "PIAGGIO"              "PIER SPEED"          
## [2545] "PILOT"                "PINT"                 "PJTM"                
## [2548] "PJTR"                 "PLDS"                 "PLMONTH"             
## [2551] "PLMOUTH"              "PLMTH"                "PLUMOUTH"            
## [2554] "PLY"                  "PLYM"                 "PLYMONTH"            
## [2557] "PLYMOTH"              "PLYMOUTH"             "PLYMOUYH"            
## [2560] "PLYMUTH"              "PLYN"                 "PMW"                 
## [2563] "PNT"                  "POBTIAC"              "POCH"                
## [2566] "POINT"                "POINTIAC"             "POIR"                
## [2569] "POLA"                 "POLARIS"              "POLC"                
## [2572] "POLS"                 "POMT"                 "POMTIAC"             
## [2575] "PON"                  "PONATIAC"             "PONIAC"              
## [2578] "PONIATIC"             "PONIC"                "PONIT"               
## [2581] "PONITAC"              "PONT"                 "PONT."               
## [2584] "PONT4S"               "PONTAC"               "PONTAIC"             
## [2587] "PONTANIC"             "PONTATIC"             "PONTI"               
## [2590] "PONTIA"               "PONTIAC"              "PONTIAC`"            
## [2593] "PONTIACC"             "PONTIACE"             "PONTIACQ"            
## [2596] "PONTIAN"              "PONTIAV"              "PONTIC"              
## [2599] "PONTICA"              "PONTICAS"             "PONTOAC"             
## [2602] "PONTVAL2000"          "PONTVAL2001"          "PONTVAL2006"         
## [2605] "PONY"                 "PONYIAC"              "POONTIAC"            
## [2608] "POPNTIAC"             "POR"                  "PORC"                
## [2611] "PORCH"                "PORCHA"               "PORCHE"              
## [2614] "PORCHIA"              "PORCHSE"              "PORCSCHE"            
## [2617] "PORCSHE"              "PORECHE"              "PORS"                
## [2620] "PORSC"                "PORSCE"               "PORSCGE"             
## [2623] "PORSCH"               "PORSCHE"              "PORSH"               
## [2626] "PORSH1"               "PORSHE"               "PORSVAL2013"         
## [2629] "POSH"                 "POSSLEXU"             "POTIAC"              
## [2632] "PRCH"                 "PREI"                 "PREM"                
## [2635] "PREMIER"              "PREV"                 "PREVOST"             
## [2638] "PRIUS"                "PROSCHE"              "PRO STAR"            
## [2641] "PRRSC"                "PRRSCHE"              "PSD"                 
## [2644] "PT"                   "PT CRUISER"           "PTERBILT"            
## [2647] "PTR8"                 "PTRB"                 "PTRBLT"              
## [2650] "PTRB TK"              "PYLMOUTH"             "PYMOUTH"             
## [2653] "Q"                    "Q5"                   "QACURA"              
## [2656] "QIANG JIAN"           "QIYE"                 "QLDS"                
## [2659] "QLINK"                "QUALITY"              "QUALITY STEEL"       
## [2662] "QUIC"                 "QX4"                  "R"                   
## [2665] "RAINGE ROVER"         "RALEIGH"              "RALLY"               
## [2668] "RAM"                  "RAMB"                 "RANFE ROVER"         
## [2671] "RANG"                 "RANGE"                "RANGER"              
## [2674] "RANGE R"              "RANGE ROV"            "RANGEROVER"          
## [2677] "RANGE ROVER"          "RANGE  ROVER"         "RANGE ROVR"          
## [2680] "RANGER ROVER"         "RANGE RV"             "RANGE RVER"          
## [2683] "RANGERVR"             "RANGE RVR"            "RANGROV"             
## [2686] "RANG ROV"             "RANGROVER"            "RANG ROVER"          
## [2689] "RANGSUV"              "RANNGE"               "RAPTOR"              
## [2692] "RAV"                  "RAV4"                 "RAV 4"               
## [2695] "RAVE"                 "RAZOR"                "RDX"                 
## [2698] "RED"                  "REDLINE"              "REGAL"               
## [2701] "REIS"                 "REISER"               "RENEGADE"            
## [2704] "RIDE"                 "RIDEON"               "RIDE ON"             
## [2707] "RIDE-ON"              "RIELLA"               "RIO"                 
## [2710] "RNG ROV"              "RNG ROVER"            "RNG RVR"             
## [2713] "ROAD"                 "ROCK"                 "ROD"                 
## [2716] "RODGE"                "ROGE"                 "ROGUE"               
## [2719] "ROGUENISSAN"          "ROKETA"               "ROLCE ROYCE"         
## [2722] "ROLL"                 "ROLLS"                "ROLLS ROYCE"         
## [2725] "ROLLS-ROYCE"          "ROLS"                 "RORD"                
## [2728] "ROUTER"               "ROV"                  "ROVER"               
## [2731] "RO VER"               "ROYAL"                "ROYAL ENFIELD"       
## [2734] "ROYC"                 "ROYOTA"               "RUKUS"               
## [2737] "RYDER"                "S"                    "S550"                
## [2740] "SAA"                  "SAAB"                 "SAABVAL2008"         
## [2743] "SAABVAL2010"          "SAB"                  "SABARU"              
## [2746] "SABB"                 "SABLE"                "SABU"                
## [2749] "SABURU"               "SARN"                 "SARURN"              
## [2752] "SAT"                  "SATARN"               "SATERN"              
## [2755] "SATN"                 "SATR"                 "SATRN"               
## [2758] "SATRUN"               "SATU"                 "SATUN"               
## [2761] "SATUR"                "SATURAN"              "SATURB"              
## [2764] "SATUREN"              "SATURM"               "SATURN"              
## [2767] "SATURNE"              "SATURNQ"              "SATURN SW"           
## [2770] "SATURRN"              "SATUTN"               "SATUVAL2002"         
## [2773] "SAURN"                "SAUTN"                "SAYURN"              
## [2776] "SAZUKI"               "SBARU"                "SC400 2D"            
## [2779] "SCENIC VIEW"          "SCHOOL"               "SCHOOL BUS"          
## [2782] "SCHWINN"              "SCI"                  "SCIAON"              
## [2785] "SCID"                 "SCIO"                 "SCION"               
## [2788] "SCIONIA"              "SCIONQ"               "SCION/TOYOTA"        
## [2791] "SCOIN"                "SCON"                 "SCOOTER"             
## [2794] "SCOTT"                "SCUR"                 "SCURA"               
## [2797] "SCWINN"               "SE"                   "SEBRING"             
## [2800] "SEDAN"                "SENTRA"               "SHANGHAI"            
## [2803] "SHANGHAI JIMSTA"      "SHANGHAI MEITAN"      "SHANGHAI SHENKE"     
## [2806] "SHANHAIE"             "SHELBY REPL"          "SHOR"                
## [2809] "SHORELANDER"          "SHUTTLE BUS"          "SICAN"               
## [2812] "SICO"                 "SICON"                "SIEN"                
## [2815] "SIENNA"               "SIERRA"               "SILVER"              
## [2818] "SILVERADO"            "SILVER VOLVO"         "SION"                
## [2821] "SISSAN"               "SIZI"                 "SKY INC"             
## [2824] "SKYL"                 "SLANTRA"              "SLINGSHOT"           
## [2827] "SMAR"                 "SMART"                "SMARTC"              
## [2830] "SMARTCAR"             "SMART CAR"            "SMARVAL"             
## [2833] "SMARVAL2010"          "SME"                  "S M E"               
## [2836] "SMITH"                "SMRT"                 "SNPR"                
## [2839] "SOL"                  "SOLARA"               "SONATA"              
## [2842] "SONATAHYUNDAI"        "SOSGE"                "SPECIALIZED"         
## [2845] "SPNR"                 "SPOR"                 "SPRINT"              
## [2848] "SPRINTER"             "SQUINOX"              "SSAB"                
## [2851] "SSR"                  "SSSB"                 "STACRAFT"            
## [2854] "STAR"                 "STARCRAFT"            "STAR TRANS"          
## [2857] "STATURN"              "STAURN"               "STCR"                
## [2860] "STEERLING"            "STER"                 "STERILITY"           
## [2863] "STERL"                "STERLIG"              "STERLING"            
## [2866] "STIRLING"             "STLG"                 "STR"                 
## [2869] "STRATUS"              "STRG"                 "STRN"                
## [2872] "STS"                  "STURN"                "SU"                  
## [2875] "SUA"                  "SUARU"                "SUB"                 
## [2878] "SUB4DR"               "SUBA"                 "SUBAA"               
## [2881] "SUBAARU"              "SUBABU"               "SUBAEU"              
## [2884] "SUBAR"                "SUBARA"               "SUBARAU"             
## [2887] "SUBARBU"              "SUBARI"               "SUBARO"              
## [2890] "SUBARU"               "SU BARU"              "SUB ARU"             
## [2893] "SUBARUA"              "SUBARUI"              "SUBARULEGACY"        
## [2896] "SUBARU S/W"           "SUBARUU"              "SUBARY"              
## [2899] "SUBAU"                "SUBAUR"               "SUBAURU"             
## [2902] "SUBAVAL1999"          "SUBAVAL2000"          "SUBAVAL2001"         
## [2905] "SUBAVAL2006"          "SUBAVAL2011"          "SUBAVAL2012"         
## [2908] "SUBAVAL2014"          "SUBBARU"              "SUBBURU"             
## [2911] "SUBERO"               "SUBERU"               "SUBR"                
## [2914] "SUBRARU"              "SUBRAU"               "SUBRU"               
## [2917] "SUBRUR"               "SUBS"                 "SUBSRU"              
## [2920] "SUBU"                 "SUBUARU"              "SUBUR"               
## [2923] "SUBURA"               "SUBURAU"              "SUBURBAN"            
## [2926] "SUBURI"               "SUBURU"               "SUDA"                
## [2929] "SUEDE"                "SUIZ"                 "SUK"                 
## [2932] "SUKI"                 "SUKU"                 "SUNA"                
## [2935] "SUNL"                 "SUNNY"                "SUPE"                
## [2938] "SUPER HORNET"         "SUPERIOR"             "SUPERLINE"           
## [2941] "SUPM"                 "SUPR"                 "SUPREMO"             
## [2944] "SURARU"               "SURB"                 "SURE"                
## [2947] "SURE-TRAC"            "SURLY"                "SUSBARU"             
## [2950] "SUSK"                 "SUSU"                 "SUSUBARU"            
## [2953] "SUSUKI"               "SUSZ"                 "SUTURN"              
## [2956] "SUV"                  "SUXI"                 "SUZ"                 
## [2959] "SUZ1"                 "SUZI"                 "SUZIK"               
## [2962] "SUZIKI"               "SUZI MC"              "SUZIUKI"             
## [2965] "SUZK"                 "SUZKI"                "SUZU"                
## [2968] "SUZUIKI"              "SUZUK"                "SUZUKI"              
## [2971] "SUZUKI`"              "SUZUKIA"              "SUZUKI AERIO"        
## [2974] "SUZUKII"              "SUZUKKI"              "SUZUKU"              
## [2977] "SUZUZI"               "SX4"                  "SXION"               
## [2980] "T0Y0TA"               "T0YOT"                "T0YOTA"              
## [2983] "T0YT"                 "T6OYOTA"              "TACOMA"              
## [2986] "TAGA"                 "TAIW"                 "TAIWAN GOLDEN B"     
## [2989] "TAIZ"                 "TAIZHOU"              "TAIZHOU CHUANL"      
## [2992] "TAIZHOU CITY"         "TAO"                  "TAOATO"              
## [2995] "TAOI"                 "TAOT"                 "TAOTA"               
## [2998] "TAOTAN"               "TAOTAO"               "TAO TAO"             
## [3001] "TAOTAO50"             "TAO TAO 50"           "TAOTAO MOTORS"       
## [3004] "TAO TAO SCOOTER"      "TAOTARO"              "TAOTO"               
## [3007] "TAOTOA50"             "TATT"                 "TAURUA"              
## [3010] "TAURUS"               "TAUTAU"               "TAYOTAYO"            
## [3013] "TBU"                  "TCS DYKON"            "TECTRON"             
## [3016] "TELSA"                "TEMSA"                "TESCA"               
## [3019] "TESL"                 "TESLA"                "TESLLA"              
## [3022] "TESLVAL2014"          "TEST"                 "TEXS"                
## [3025] "TEXTTRON"             "TGB"                  "THOAS"               
## [3028] "THOM"                 "THOMA"                "THOMAS"              
## [3031] "THOMAS BUILT"         "THOMAS BUS"           "THOM BUS"            
## [3034] "THOMOS"               "THOMPSON"             "THRUXTON"            
## [3037] "THUNDERBIRD"          "TIC"                  "TI=OYOTA"            
## [3040] "TITAN"                "TIYITA"               "TIYOT"               
## [3043] "TIYOTA"               "TIYT"                 "TK"                  
## [3046] "TLINER"               "TLOYOTA"              "TNERNATIONAL"        
## [3049] "TNT"                  "TNTL"                 "TO"                  
## [3052] "TOAT"                 "TOATOA"               "TOAY"                
## [3055] "TOBP"                 "TOBR"                 "TOMA"                
## [3058] "TOMAS"                "TOMO"                 "TOMOS"               
## [3061] "TOOTA"                "TOOYOTA"              "TOOYT"               
## [3064] "TOP"                  "TOPB"                 "TOP BRAND"           
## [3067] "TORA"                 "TORD"                 "TOROTA"              
## [3070] "TOT"                  "TOTO"                 "TOTOA"               
## [3073] "TOTORA"               "TOTOT"                "TOTOTA"              
## [3076] "TOTOYA"               "TOTOYOT"              "TOTOYTA"             
## [3079] "TOTY"                 "TOTYA"                "TOTYOA"              
## [3082] "TOTYOTA"              "TOTYT"                "TOTYTA"              
## [3085] "TOU"                  "TOUOTA"               "TOUPT"               
## [3088] "TOUT"                 "TOUY"                 "TOW"                 
## [3091] "TOWM"                 "TOWMQ"                "TOWN"                
## [3094] "TOWN AND COUNTR"      "TOWN & COUNTRY"       "TOWN N COUNTRY"      
## [3097] "TOY"                  "TOY0A"                "TOY0TA"              
## [3100] "TOYA"                 "TOYATA"               "TOYATO"              
## [3103] "TOYIOOA"              "TOYITA"               "TOYO"                
## [3106] "TOYOA"                "TOYOAT"               "TOYOATA"             
## [3109] "TOYOATO"              "TOYOOTA"              "TOYORA"              
## [3112] "TOYORTA"              "TOYO SCION"           "TOYO/SCION"          
## [3115] "TOYO(SCION)"          "TOYOT"                "TOYOTA"              
## [3118] "`TOYOTA"              "TOYOTA`"              "TOYOTA``"            
## [3121] "TOYOTA 4DR"           "TOYOTA 4S"            "TOYOTAA"             
## [3124] "TOYOTA C"             "TOYOTA CAMRY"         "TOYOTA CL"           
## [3127] "TOYOTAL"              "TOYOTAO"              "TOYOTA P"            
## [3130] "TOYOTA PRIUS"         "TOYOTAQ"              "TOYOTAS"             
## [3133] "TOYOTA SCION"         "TOYOTA / SCION"       "TOYOTA (SCION)"      
## [3136] "TOYOTA/SCION"         "TOYOTA SIENNA"        "TOYOTAT"             
## [3139] "TOYOTA TK"            "TOYOTO"               "TOYOTOA"             
## [3142] "TOYOTQ"               "TOYOTRA"              "TOYOTS"              
## [3145] "TOYOTSA"              "TOYOT SUV"            "TOYOTTA"             
## [3148] "TOYOT TK"             "TOYOTY"               "TOYOTYA"             
## [3151] "TOYOUA"               "TOYOUTA"              "TOYOVA"              
## [3154] "TOYOVAL"              "TOYOVAL1991"          "TOYOVAL1992"         
## [3157] "TOYOVAL1995"          "TOYOVAL1996"          "TOYOVAL1998"         
## [3160] "TOYOVAL1999"          "TOYOVAL2000"          "TOYOVAL2001"         
## [3163] "TOYOVAL2002"          "TOYOVAL2003"          "TOYOVAL2004"         
## [3166] "TOYOVAL2005"          "TOYOVAL2007"          "TOYOVAL2008"         
## [3169] "TOYOVAL2009"          "TOYOVAL2010"          "TOYOVAL2011"         
## [3172] "TOYOVAL2012"          "TOYOVAL2013"          "TOYOVAL2014"         
## [3175] "TOYOVAL2015"          "TOYOVAN"              "TOYOY"               
## [3178] "TOYOYA"               "TOYOYT"               "TOYOYTA"             
## [3181] "TOYP"                 "TOYPTA"               "TOYR"                
## [3184] "TOYS"                 "TOYT"                 "TOYT`"               
## [3187] "TOYT4D"               "TOYT4DR"              "TOYT 4S"             
## [3190] "TOYTA"                "TOYTO"                "TOYTOA"              
## [3193] "TOYTOTA"              "TOYT=OTA"             "TOYTQ"               
## [3196] "TOYTS"                "TOYT SCION"           "TOYT  SCION"         
## [3199] "TOYT / SCION"         "TOYT (SCION)"         "TOYT/SCION"          
## [3202] "TOYTTA"               "TOYTTK"               "TOYUT"               
## [3205] "TOYY"                 "TOYYOTA"              "TPY"                 
## [3208] "TPYOTA"               "TPYPTA"               "TPYT"                
## [3211] "TPYTA"                "TRACTOR TRAILER"      "TRAI"                
## [3214] "TRAILER"              "TRAILOR"              "TRANSIT"             
## [3217] "TRASH"                "TREK"                 "TREM"                
## [3220] "TREX"                 "TRI"                  "TRIMUPH"             
## [3223] "TRIP"                 "TRIPLE R"             "TRIT"                
## [3226] "TRITON"               "TRIU"                 "TRIUM"               
## [3229] "TRIUMPH"              "TRL"                  "TRTR"                
## [3232] "TRUCK"                "TRUM"                 "TSMR"                
## [3235] "TTOY"                 "TTOYOTA"              "TUYT"                
## [3238] "TYG"                  "TYOT"                 "TYOTA"               
## [3241] "TYOTAO"               "TYOYTA"               "TYT"                 
## [3244] "TYTA"                 "TYUNDAI"              "U"                   
## [3247] "UB"                   "UD"                   "UD DS"               
## [3250] "UDI"                  "UD NISSAN"            "UD/ NISSAN"          
## [3253] "UDT"                  "UD TRUCK"             "UDUMP"               
## [3256] "UHAUL"                "U HAUL"               "UNIT"                
## [3259] "UNITED MOTORS"        "UNK"                  "UNKMC"               
## [3262] "UNKNOWN"              "UPS"                  "UPS TRUCK"           
## [3265] "USJE"                 "US MAIL"              "US MAIL TRUCK"       
## [3268] "US POST OFF"          "US POST OFFICE"       "USPS"                
## [3271] "USUZU"                "UTIL"                 "UTILITY"             
## [3274] "UU"                   "V0LV"                 "VA"                  
## [3277] "VACR"                 "VADILAC"              "VALKS"               
## [3280] "VALL"                 "VALTSWAGON"           "VAN"                 
## [3283] "VANGUARD"             "VANH"                 "VANHOOL"             
## [3286] "VAN HOOL T2145"       "VCTY"                 "VE"                  
## [3289] "VEERMEER"             "VELOCITY"             "VENT"                
## [3292] "VENTO"                "VERMEER"              "VERSA"               
## [3295] "VESP"                 "VESPA"                "VESPA/PIAGGIO"       
## [3298] "VHECY"                "VHEV"                 "VHEVROLET"           
## [3301] "VHEVY"                "VHRY"                 "VIAGGIO"             
## [3304] "VICT"                 "VICTORY"              "VICTORY TRAILER"     
## [3307] "VICTY"                "VIK"                  "VILK"                
## [3310] "VILKSWAGON"           "VILKW"                "VILV"                
## [3313] "VILVO"                "VIP"                  "VIRGINIA"            
## [3316] "VK"                   "VKW"                  "VLKS"                
## [3319] "VLKSWA"               "VLKSWAGON"            "VLOKS"               
## [3322] "VLOVO"                "VLVO"                 "VM"                  
## [3325] "VNFORD"               "VNNISSAN"             "VNTO"                
## [3328] "VOIKS"                "VOK"                  "VO;K"                
## [3331] "VOKLS"                "VOKS"                 "VO;KS"               
## [3334] "VOKSWAGEN"            "VOKSWAGON"            "VOKWAGON"            
## [3337] "VOL"                  "VOLCO"                "VOLJS"               
## [3340] "VOLK"                 "VOLK."                "VOLKA"               
## [3343] "VOLKAWAGEN"           "VOLKAWAGON"           "VOLKD"               
## [3346] "VOLKE"                "VOLKES"               "VOLKESWAGEN"         
## [3349] "VOLKESWAGON"          "VOLKKSWAGON"          "VOLKS"               
## [3352] "VOLKSAGON"            "VOLKSBLUE"            "VOLKSEWAGON"         
## [3355] "VOLKSSWAGON"          "VOLKSVAGEN"           "VOLKSVAGON"          
## [3358] "VOLKSW"               "VOLK SW"              "VOLKSWA"             
## [3361] "VOLKSWAEN"            "VOLKSWAG"             "VOLKS WAG"           
## [3364] "VOLKSWAGAN"           "VOLKS WAGAN"          "VOLKSWAGE"           
## [3367] "VOLKSWAGEB"           "VOLKSWAGEN"           "VOLKS WAGEN"         
## [3370] "VOLKSWAGGO"           "VOLKSWAGGON"          "VOLKSWAGIN"          
## [3373] "VOLKSWAGKON"          "VOLKSWAGN"            "VOLKSWAGO"           
## [3376] "VOLKSWAGON"           "VOLK SWAGON"          "VOLKS WAGON"         
## [3379] "VOLKSWAGONQ"          "VOLKSWAGOON"          "VOLKSWAGPN"          
## [3382] "VOLKSWAGWEN"          "VOLKSWAHEN"           "VOLKSWAON"           
## [3385] "VOLKSWGAN"            "VOLKSWGN"             "VOLKSWGON"           
## [3388] "VOLKVAL"              "VOLKVAL2006"          "VOLKVAL2010"         
## [3391] "VOLKVAL2011"          "VOLKVAL2012"          "VOLKVAL2013"         
## [3394] "VOLKVAL2014"          "VOLKW"                "VOLK W"              
## [3397] "VOLKWAG"              "VOLK WAG"             "VOLKWAGEN"           
## [3400] "VOLKWAGON"            "VOLK WAGON"           "VOLKWAGSON"          
## [3403] "VOLKWASGEN"           "VOLKWGN"              "VOLKWGON"            
## [3406] "VOLKXS"               "VOLKZ"                "VOLKZWAGEN"          
## [3409] "VOLLKSWAGON"          "VOLLSWAGON"           "VOLLVO"              
## [3412] "VOLO"                 "VOLOV"                "VOLS"                
## [3415] "VOLSK"                "VOLSKWAGEN"           "VOLSKWAGON"          
## [3418] "VOLSSWAGON"           "VOLSW"                "VOLSWAGEN"           
## [3421] "VOLSWAGON"            "VOLT"                 "VOLTS"               
## [3424] "VOLTSWAGEN"           "VOLTSWAGON"           "VOLTSWAGOON"         
## [3427] "VOLT WAGON"           "VOLV"                 "VOLV0"               
## [3430] "VOLVA"                "VOLVE"                "VOLVI"               
## [3433] "VOLVL"                "VOLVO"                "V OLVO"              
## [3436] "VOLVO`"               "VOLVO 4DR"            "VOLVOE"              
## [3439] "VOLVOO"               "VOLVOT"               "VOLVO TK"            
## [3442] "VOLVS"                "VOLVSWAGEN"           "VOLVVAL1990"         
## [3445] "VOLVVAL2005"          "VOLVVAL2006"          "VOLVVAL2007"         
## [3448] "VOLVVAL2009"          "VOLVVAL2011"          "VOLVVAL2012"         
## [3451] "VOLVVAL2013"          "VOLZ"                 "VONROAD"             
## [3454] "VORK"                 "VOV"                  "VOVL"                
## [3457] "VOVLO"                "VOVLV"                "VOVLVO"              
## [3460] "VOVO"                 "VPG"                  "VPG/U NAME IT"       
## [3463] "VULC"                 "VVOLKSWAGEN"          "VVOLKSWAGON"         
## [3466] "VVOLVO"               "VVW"                  "VW"                  
## [3469] "V W"                  "VW9"                  "VWAGON"              
## [3472] "VWOLK"                "VWOLKS"               "WABA"                
## [3475] "WABASH"               "WEHA"                 "WELL"                
## [3478] "WEST"                 "WESTERN"              "WESTERN STA"         
## [3481] "WESTERN STAR"         "WEST TK"              "WG"                  
## [3484] "WHI"                  "WHIT"                 "WHITE"               
## [3487] "WHITEGMC"             "WHITE GMC"            "WHITENISSAN"         
## [3490] "WILDFIRE"             "WINNA"                "WMATA TRANSIT"       
## [3493] "WOLK"                 "WOLKSWAGEN"           "WOLKSWAGON"          
## [3496] "WOLSKWAGEN"           "WOLSWAGON"            "WORH"                
## [3499] "WORK"                 "WORKHORSE"            "WRKH"                
## [3502] "WSTR"                 "WTD2680"              "WV"                  
## [3505] "WYLIE & SON"          "X"                    "X5BMW"               
## [3508] "XCHRV"                "XEF9688"              "XHEVY"               
## [3511] "XIAMEN XIASHING"      "XINGYUE"              "XTRE"                
## [3514] "XX"                   "XXX"                  "XXXX"                
## [3517] "YAHAHA"               "YAHAM"                "YAHAMA"              
## [3520] "YAHMAHA"              "YAM"                  "YAMA"                
## [3523] "YAMAH"                "YAMAHA"               "YAMAYA"              
## [3526] "YB50"                 "YHUNDAI"              "YOTOA"               
## [3529] "YOTOTA"               "YOYO"                 "YOYOTA"              
## [3532] "YOYOYA"               "YOYT"                 "YTOYOTA"             
## [3535] "YUKON"                "YUN"                  "YUNDAI"              
## [3538] "YY150-19"             "Z71"                  "ZHEJIANG"            
## [3541] "ZHE JIANG"            "ZHEJIANG JONWAY"      "ZHEJIANG KAIKAI"     
## [3544] "ZHESING QIUG"         "ZHNG"                 "ZHONGNENG"           
## [3547] "ZNEN"                 "ZUMA"                 "ZUMMERQ"             
## [3550] "ZUZU"                 "ZUZUKI"
levels(dat$model)
##     [1] ""                    "-"                   "---"                
##     [4] "-----"               "?"                   "."                  
##     [7] ".."                  "..."                 "....."              
##    [10] "00"                  "000"                 "000000"             
##    [13] "01"                  "02"                  "05"                 
##    [16] "07"                  "070"                 "0DYSSES"            
##    [19] "0DYSSEY"             "0E9"                 "1"                  
##    [22] "100"                 "1000"                "1000 SPORT BIKE"    
##    [25] "1000XR"              "100 CS"              "100CS QUATTRO"      
##    [28] "100S"                "108SD"               "1125CR"             
##    [31] "113"                 "1199"                "11S"                
##    [34] "1200 CC"             "1210"                "123"                
##    [37] "123I"                "125"                 "1250"               
##    [40] "125CC"               "125I"                "128"                
##    [43] "1281"                "128I"                "128 I"              
##    [46] "128I 2D"             "128I 4S"             "128I CN"            
##    [49] "128I CONVERT"        "128S 2D"             "130"                
##    [52] "1300"                "1300 MC"             "1300R"              
##    [55] "130 T"               "135"                 "135I"               
##    [58] "135 I"               "135I CN"             "135 I CONV"         
##    [61] "135IS"               "140 CC"              "14' BOX TK"         
##    [64] "15"                  "150"                 "1500"               
##    [67] "1500 4D"             "1500 BIG HORN"       "1500 LAR"           
##    [70] "1500 PICKUP"         "1500 PICK UP"        "1500 PU"            
##    [73] "1500 P/U"            "1500 RAM"            "1500  RAMPICKUP"    
##    [76] "1500 SLT"            "1500 TAG3/14"        "1500 TK"            
##    [79] "1500 VAN"            "1500 VN"             "1500 XL"            
##    [82] "1500 Z71"            "150CC"               "150 CC MTR CYCL"    
##    [85] "150E"                "150S"                "150T-12"            
##    [88] "150 VAN"             "15250"               "15 250"             
##    [91] "1528"                "15300"               "15350"              
##    [94] "15 350"              "1.5 RL 4D"           "1800 CS"            
##    [97] "180E"                "180SX"               "18T"                
##   [100] "1.8T"                "1.8 T"               "18T 4S"             
##   [103] "18W"                 "18 WHEELER"          "18-WHEELER"         
##   [106] "190D"                "190E"                "190 E"              
##   [109] "190E 4D"             "195"                 "199"                
##   [112] "1A"                  "1AK9035"             "1BT0335"            
##   [115] "1C8GP45R24B5415"     "1G3"                 "1GNEL19W9YB1762"    
##   [118] "1H"                  "1LX"                 "1M"                 
##   [121] "1S"                  "1S200T"              "1S250"              
##   [124] "1S 250"              "1S 250C"             "1S300"              
##   [127] "1S 300"              "1S350"               "1 TON"              
##   [130] "1 TONJ"              "2"                   "20"                 
##   [133] "2.0"                 "200"                 "200`"               
##   [136] "2000"                "2000 CP"             "2002"               
##   [139] "200 2D"              "2004"                "200 4D"             
##   [142] "200 / 4 DOOR"        "200 4DR"             "200 4S"             
##   [145] "200  (4S)"           "2005"                "2005X"              
##   [148] "2006"                "2007"                "2008"               
##   [151] "200C"                "200 C"               "200 CONV"           
##   [154] "200CT"               "200EX"               "200EX 2S"           
##   [157] "200 LIMITED"         "200 LX"              "200M"               
##   [160] "200S"                "200S 4S"             "200S - 4S"          
##   [163] "200 SRT8"            "200SX"               "200X"               
##   [166] "2014"                "2.0CC"               "2.0CL"              
##   [169] "20S"                 "20 SERIES"           "20SI"               
##   [172] "20T"                 "2.0T"                "2.0 T"              
##   [175] "2.0T 4D"             "2.0T-4 DOOR"         "2.0T  4S"           
##   [178] "2.0 T CC"            "2.0TSI"              "2.0 TSI"            
##   [181] "20X6"                "20ZX"                "21"                 
##   [184] "211 DTS"             "218"                 "21TH"               
##   [187] "22"                  "220"                 "220SE"              
##   [190] "220W"                "2220"                "223I"               
##   [193] "225I"                "228"                 "228I"               
##   [196] "228 I"               "228XI"               "22C"                
##   [199] "2.2CI"               "22CL"                "2.2CL"              
##   [202] "2.2 CL"              "2.2 CL CP"           "2 2D"               
##   [205] "2 2S"                "23"                  "2.3"                
##   [208] "230"                 "2300LP BOX"          "232"                
##   [211] "2325CI"              "2328I"               "232I"               
##   [214] "235"                 "2351"                "235I"               
##   [217] "235.I"               "238"                 "23CL"               
##   [220] "2.3CL"               "2.3 CL"              "2.3 CL 2D"          
##   [223] "2.3CL 2S"            "2.3CL  DR"           "23T"                
##   [226] "2.3T"                "2.3 T 4D"            "2.3T 4S"            
##   [229] "2.3 TL"              "24"                  "2.4"                
##   [232] "240"                 "2400"                "240.0L"             
##   [235] "240 4D"              "240 4S"              "240CL"              
##   [238] "240D"                "240DC"               "240DL"              
##   [241] "240 DL"              "240DL 4S"            "240GL"              
##   [244] "240 GL"              "240GL 4S"            "240S"               
##   [247] "240SDX"              "240 SE (SW)"         "240SX"              
##   [250] "240 SX"              "240/SX"              "240SX 2D"           
##   [253] "240SX 2DR"           "240SX 2S"            "240SX CONV"         
##   [256] "240SX RACED OUT"     "244DL"               "24CEX"              
##   [259] "2 4D"                "24I"                 "2 4S"               
##   [262] "24T"                 "2.5"                 "250"                
##   [265] "2500"                "2500 DIESEL PU"      "2500 DSL"           
##   [268] "2500HD"              "2500 HD"             "2500  HD"           
##   [271] "2500HD PU"           "2500HD TK"           "2500HD / TRK"       
##   [274] "2500 PICK UP"        "2500 PU"             "2500 P/U"           
##   [277] "2500 PU TK"          "2500 RAM P/U"        "2500 SHC"           
##   [280] "2500 SILVERADO"      "2500 TK"             "2500 TRUCK"         
##   [283] "2500 VAN"            "2500 / VAN"          "2500 VN"            
##   [286] "250C"                "250H"                "250 MOTOR CYCLE"    
##   [289] "250 RX"              "250 TRUCK"           "250 VAN"            
##   [292] "250Z"                "2.5/4SW"             "2550"               
##   [295] "258"                 "2.5 CL"              "2.5 GOLF"           
##   [298] "25I"                 "?25I 4D"             "2.5RABIT"           
##   [301] "2.5 RL"              "25RS"                "2.5 RS"             
##   [304] "25S"                 "2.5S"                "2.5SE"              
##   [307] "2.5 SE"              "2.5SL"               "2.5 SL"             
##   [310] "25TL"                "2.5TL"               "2.5 TL"             
##   [313] "25 TL        4D"     "2.5TL  4DR"          "25V"                
##   [316] "2.5 XTYPE"           "25Z"                 "2.6"                
##   [319] "260"                 "2600"                "260 HD"             
##   [322] "268"                 "268 BOX TK"          "268 BOX TRUCK"      
##   [325] "26K STRAIGHT TK"     "2.7T"                "2.7T 4S"            
##   [328] "28"                  "2.8"                 "280"                
##   [331] "280SE"               "280 SE"              "280 SL"             
##   [334] "280ZX"               "2.8 4/S"             "285"                
##   [337] "2.8CL"               "28I"                 "28 QUATT"           
##   [340] "28XI"                "2A"                  "2BY3259"            
##   [343] "2C"                  "2CL"                 "2 CONVERT"          
##   [346] "2 COUPE SS"          "2CV"                 "2D"                 
##   [349] "2 D"                 "2-D"                 "2D / 200"           
##   [352] "2D 2.5"              "2D/325"              "2D 370Z"            
##   [355] "2D7"                 "2D A5"               "2D ACCORD"          
##   [358] "2D BUG"              "2D/BUGW"             "2DC"                
##   [361] "2D CAM"              "2D CAMARO"           "2D CARRERA"         
##   [364] "2D CARRERA S"        "2D CIVIC"            "2D CIVIC EX"        
##   [367] "2D CN"               "2D/ COBALT"          "2D CONV"            
##   [370] "2D/CONV"             "2D CONVERT"          "2D CONVT"           
##   [373] "2D COOPER"           "2D COUPE"            "2D GRAND PRIX"      
##   [376] "2D HATCH"            "2D HITCHBK"          "2D HTCHBK"          
##   [379] "2D INTEGRA"          "2DL"                 "2D MIATA"           
##   [382] "2D MUSTANG"          "2 DOOE"              "2DOOR"              
##   [385] "2 DOOR"              "2  DOOR"             "2-DOOR"             
##   [388] "2DOOR/CONV"          "2 DOOR COUPE"        "2 DOOR HATCHBAC"    
##   [391] "2-DOOR PICK UP"      "2 DOOR RSX"          "2 DOORS"            
##   [394] "2D PICKUP"           "2D PICK-UP"          "2D PRIUS"           
##   [397] "2DR"                 "2 DR"                "2DR 3000GT"         
##   [400] "2DR 325"             "2DR 328"             "2DR 328I"           
##   [403] "2DR 335"             "2DR 335I"            "2DR 5"              
##   [406] "2DR 911"             "2DR A4"              "2DR A5"             
##   [409] "2DR ACCENT"          "2DR ACCORD"          "2DR ALTIMA"         
##   [412] "2DR C250"            "2DR C70"             "2DR CAMARO"         
##   [415] "2DR CARRERA"         "2DR   CARRERA"       "2DR CELICA"         
##   [418] "2DR CHALLENGER"      "2DR CIVIC"           "2DR / CIVIC"        
##   [421] "2DR CN"              "2DR CNV"             "2DR COBALT"         
##   [424] "2DR CON"             "2DR CONV"            "2DR/CONV"           
##   [427] "2DR CONVERT"         "2DR CONV M30"        "2DR CONVRT"         
##   [430] "2DR COOPER"          "2DR CORVETTE"        "2DR COUP"           
##   [433] "2DR COUPE"           "2DR COV CAMARO"      "2 DR CPE"           
##   [436] "2DR CR-Z"            "2DR ECHO"            "2DR ECLIPSE"        
##   [439] "2DR ELANTRA"         "2DR ESCORT"          "2DR FIREB"          
##   [442] "2DR FRS"             "2DR G35"             "2DR G37"            
##   [445] "2DR GENESIS"         "2DR GOLF"            "2DR GRAND AM"       
##   [448] "2DR GRAND PRIX"      "2DR GT"              "2DR GTI"            
##   [451] "2DR HATCH"           "2DR HATCHBACK"       "2DR IS250"          
##   [454] "2DR IS350"           "2DR LEGEN"           "2DR M4"             
##   [457] "2DR, MONTE CARL"     "2DR MONTE CARLO"     "2DR MUDTANG"        
##   [460] "2DR MUST"            "2DR MUSTANG"         "2DR  /MUSTANG"      
##   [463] "2DR MUSTNG"          "2DR PRELUDE"         "2DR RABBIT"         
##   [466] "2DR RSX"             "2DR / RSX"           "2DR SC400"          
##   [469] "2DR SEBRING"         "2 DR SEDAN"          "2DR SEDAN"          
##   [472] "2DR SENTRA"          "2DR SKYE"            "2DR SLK280"         
##   [475] "2DR SOLARA"          "2DR / SOLARA"        "2DR SUV"            
##   [478] "2D RSX"              "2DR TC"              "2DR THUNDERB"       
##   [481] "2DRTIBURON"          "2DR TK"              "2DR TRANS AM"       
##   [484] "2DR VELOSETER"       "2DR VELOSTER"        "2DR Z4"             
##   [487] "2DS"                 "2D S.5"              "2D SCION"           
##   [490] "2D/SCION"            "2DSD"                "2D SDN"             
##   [493] "2D SEDAN"            "2D SL"               "2D - SL550"         
##   [496] "2D-SOLARA"           "2DT"                 "2D TC"              
##   [499] "2DT TC"              "2DWHITE"             "2D YARIS"           
##   [502] "2EBJ59"              "2EDR"                "2F"                 
##   [505] "2 FOOR"              "2H"                  "2H 328I"            
##   [508] "2H 330CI"            "2H  370Z"            "2H ACCORD"          
##   [511] "2H ALT"              "2H ALTIMA"           "2 (HATCHBACK)"      
##   [514] "2 HB"                "2H CAMARO"           "2H CAVALIER"        
##   [517] "2H CIVIC"            "2H COBALT"           "2H COOPER"          
##   [520] "2H CORVETTE"         "2H COUPE"            "2H ECLIPSE"         
##   [523] "2H / FIT"            "2H MINI"             "2H - MONTE CARL"    
##   [526] "2H MONTE CARLO"      "2H MUSTANG"          "2H / MUSTANG"       
##   [529] "2H  S5"              "2H SCION COUPE"      "2H SOLARA"          
##   [532] "2H TC"               "2HTRANS AM"          "2H VELOSTER"        
##   [535] "2H VERSA"            "2MUSTANG 2D"         "2OT"                
##   [538] "2.OT"                "2.O T"               "2.O T 4S"           
##   [541] "2R"                  "2S"                  "2/S"                
##   [544] "2S ?"                "2S/"                 "2S 240 SX"          
##   [547] "2S 2.5"              "2S/2.5 RABIT"        "2S-2DOOR"           
##   [550] "2S/3000"             "2S/300CE"            "2S 300SX"           
##   [553] "2S 300Z"             "2S - 3.0CL"          "2S 318"             
##   [556] "2S 323CI"            "2S 325"              "2S /  325TI"        
##   [559] "2S 328CI"            "2S 328I"             "2S 328I 4DR"        
##   [562] "2S / 3.2CL"          "2S 3.2CL"            "2S/330CI"           
##   [565] "2S/335I"             "2S 350Z"             "2S  350 Z"          
##   [568] "2S 350 Z"            "2S 370Z"             "2S 3 SERIES"        
##   [571] "2S 428I"             "2S 500"              "2S 645CI"           
##   [574] "2S 93"               "2S ACC"              "2S  ACC"            
##   [577] "2S ACCENT"           "2S-ACCENT"           "2S ACCORD"          
##   [580] "2S - ACCORD"         "2S / ACCORD"         "2S-ACCORD"          
##   [583] "2S/ACCORD"           "2S-ACURA"            "2S - ALERO"         
##   [586] "2S ALTIMA"           "2SBEETLE"            "2S BEETLE"          
##   [589] "2S BERETTA"          "2S BRABUS"           "2S BUG"             
##   [592] "2S-BUG"              "2S C230"             "2S C-230"           
##   [595] "2S CAMARO"           "2S - CAMARO"         "2S CAMARO SS"       
##   [598] "2S CAMRY"            "2S CAVALIER"         "2S CELICA"          
##   [601] "2S - CELICA"         "2S-CELICA"           "2S CHALENGER"       
##   [604] "2S CHALLENGER"       "2S CIV"              "2S CIVIC"           
##   [607] "2S - CIVIC"          "2S / CIVIC"          "2S-CIVIC"           
##   [610] "2S/CIVIC"            "2S CIVIC HB"         "2S CIVIC SI"        
##   [613] "2S/CIVIV"            "2S CLK320"           "2S / CLK320"        
##   [616] "2S-CLK320"           "2S/CLK320"           "2S / CLK350"        
##   [619] "2S CLK550"           "2S CN"               "2S - CN"            
##   [622] "2S/CNV"              "2S COBALT"           "2S-COBALT"          
##   [625] "2S COBALT SS"        "2S CONV"             "2S CONVERT"         
##   [628] "2S CONVERTIBLE"      "2S/COOP"             "2S COOPER"          
##   [631] "2S / COOPER"         "2S-COOPER"           "2S COOPER S"        
##   [634] "2S CORVETTE"         "2S COUPE"            "2S-CPE"             
##   [637] "2S CROSSSFIRE"       "2S CRX"              "2S CR-Z"            
##   [640] "2S DEL SOL"          "2S E350"             "2S ECHO"            
##   [643] "2S  ECHO"            "2S ECLIPSE"          "2S - ECLIPSE"       
##   [646] "2S/ECLIPSE"          "2S ECLIPSE GTS"      "2S ELANTRA"         
##   [649] "2S ELDORADO"         "2S EOS"              "2S FOCUS"           
##   [652] "2S FORTE"            "2S FR-5"             "2S G35"             
##   [655] "2S  G35"             "2S/G37"              "2S G5"              
##   [658] "2S GENISISP CAR"     "2S / GL500"          "2S-GOLF"            
##   [661] "2S GRAND AM"         "2S/GRAND PRIX"       "2S GT"              
##   [664] "2S  GT"              "2S GTI"              "2S/IMPRESA"         
##   [667] "2S INSIGHT"          "2S/INSIGHT"          "2S  INTEG"          
##   [670] "2S INTEGRA"          "2S - INTEGRA"        "2S IQ"              
##   [673] "2SL"                 "2S LEGEND"           "2S M"               
##   [676] "2S M3"               "2S/M3"               "2S MATRIX"          
##   [679] "2S MINI"             "2S, MINI"            "2S MONTECARLO"      
##   [682] "2S MONTE CARLO"      "2S  MS"              "2SMUSTANG"          
##   [685] "2S MUSTANG"          "2S - MUSTANG"        "2S/MUSTANG"         
##   [688] "2S MUST GT LOUD"     "2S-NEON"             "2S PRELUDE"         
##   [691] "2S PRELUDE TRIC"     "2S Q60S"             "2SR"                
##   [694] "2S RED"              "2S   REGAL"          "2SRSX"              
##   [697] "2S RSX"              "2S  RSX"             "2S / RSX"           
##   [700] "2S RSX INTEGRA"      "2S RX8"              "2S/RX8"             
##   [703] "2S S2000"            "2S SALEEN MUSTA"     "2S SCION"           
##   [706] "2S / SCION"          "2S-SCION"            "2S SCION CP"        
##   [709] "2S SCION TC"         "2S SEDAN"            "2SSOLARA"           
##   [712] "2S SOLARA"           "2S/SOLARA"           "2S/SOLSTICE"        
##   [715] "2S / SPECTRA"        "2S SPORTC"           "2S SPORTS CAR"      
##   [718] "2S / STRATUS"        "2S / SUNFIRE"        "2S TC"              
##   [721] "2S-TC"               "2S TERCEL"           "2S/TERCEL"          
##   [724] "2S TESTAROSSA"       "2S TIBURON"          "2S TL"              
##   [727] "2S TRANS AM"         "2S TT"               "2STUBURON"          
##   [730] "2S / VERSA"          "2SW"                 "2S WAGON"           
##   [733] "2S WRN"              "2S XA"               "2S, XS"             
##   [736] "2S YARIS"            "2S / YARIS"          "2S ZX2"             
##   [739] "2TL"                 "2VRW5DG6BR69144"     "2W"                 
##   [742] "2 WHEEL"             "2X"                  "2X2 HATCHBACK"      
##   [745] "2Z"                  "3"                   "3`"                 
##   [748] "30"                  "3-0"                 "3.0"                
##   [751] "300"                 "300#"                "3000"               
##   [754] "30000GT"             "3000D"               "3000GT"             
##   [757] "3000 GT"             "3000GT 2 DOOR"       "3000GT 2S"          
##   [760] "3000 GTO"            "300 4D"              "300 4DR"            
##   [763] "300   4DR"           "300 4 DR"            "300/4DR"            
##   [766] "300 4DS"             "300 4S"              "300 - 4S"           
##   [769] "300-4S"              "300/ 4S"             "3005E"              
##   [772] "300 AWD"             "300C"                "300 C"              
##   [775] "300C 4S"             "300C  4S"            "300CD"              
##   [778] "300 CD"              "300CD 2D"            "300CD 2S"           
##   [781] "300CE"               "300 CE 2S"           "300 CO"             
##   [784] "300D"                "300 D"               "300 D 4D"           
##   [787] "300D 4DR"            "300 DIESEL"          "300E"               
##   [790] "300 E"               "300E 4DR"            "300E 4S"            
##   [793] "300EES"              "300ES"               "300 ES"             
##   [796] "300F"                "300GS"               "300 IE"             
##   [799] "300IS"               "300L"                "300 LIMITED"        
##   [802] "300LSD"              "300M"                "300M  4DR"          
##   [805] "300M 4S"             "300RX"               "300S"               
##   [808] "300 S"               "300S 4S"             "300SC"              
##   [811] "300SD"               "300 SD"              "300SD 4S"           
##   [814] "300SDL"              "300 SDL"             "300SE"              
##   [817] "300 SE"              "300SE 4D"            "300 SEDAN DIESE"    
##   [820] "300SEL"              "300 SEL"             "300 SER"            
##   [823] "300 SERIES"          "300SERIES 2DR"       "300SL"              
##   [826] "300 SL"              "300 SOL TURBO"       "300 SRT 4DR"        
##   [829] "300 SRT8"            "300  SRT8"           "300 SW"             
##   [832] "300SX"               "300TD"               "300 TD"             
##   [835] "300TE"               "300 TE"              "300 WAGON"          
##   [838] "300X"                "300Z"                "300 Z"              
##   [841] "300ZX"               "300ZX 2D"            "300ZX  2H"          
##   [844] "300ZXX"              "301"                 "3.01"               
##   [847] "3.0 2S"              "3.0 4DR"             "30 4S"              
##   [850] "30  4S"              "305Z"                "30CL"               
##   [853] "3.0CL"               "3.0 CL"              "3.0 CL  2S"         
##   [856] "3.0CL 2S"            "30I"                 "30M"                
##   [859] "3.0 S TYPE"          "30T"                 "3.0T"               
##   [862] "30XI"                "31"                  "313IS"              
##   [865] "3150"                "315I"                "318"                
##   [868] "3181"                "318 4S"              "318I"               
##   [871] "3.1.8I"              "318 I"               "318I 2S"            
##   [874] "318I 4D"             "318 I   4S"          "318I CN"            
##   [877] "318IS"               "318 IS"              "318T"               
##   [880] "318TI"               "318 TI"              "3.2"                
##   [883] "320"                 "3.20"                "3201"               
##   [886] "320CLK"              "320 CLK"             "320E"               
##   [889] "320I"                "320 I"               "320I 4D"            
##   [892] "320I- 4DR"           "320I 4S"             "320I XDRIVE"        
##   [895] "3.20L"               "320LS"               "320ML"              
##   [898] "320 SUV"             "320XI"               "320Z"               
##   [901] "321"                 "321I"                "322"                
##   [904] "3.2 2D"              "323"                 "3231"               
##   [907] "323 2D"              "323CI"               "323 CI"             
##   [910] "323 CI 2S"           "323D"                "323I"               
##   [913] "323 I"               "323I 2S"             "323I 4 DR"          
##   [916] "323I 4S"             "323I  CN"            "323IS"              
##   [919] "323 IS"              "323XI"               "323 XL"             
##   [922] "324I"                "325"                 "3  2.5"             
##   [925] "3 2.5"               "3.25"                "3250"               
##   [928] "3251"                "3251S"               "325 2D"             
##   [931] "325  2DR"            "3 2.5 4D"            "325 4DR"            
##   [934] "325 4S"              "325  4S"             "325C"               
##   [937] "325C1"               "325CI"               "325 CI"             
##   [940] "325 CI 2D"           "325CI 2D"            "325CI 2S"           
##   [943] "325CI CN"            "325 CI COUPE"        "325CL"              
##   [946] "325 CONV"            "325E"                "325 E"              
##   [949] "325 G1"              "325I"                "325 I"              
##   [952] "325.I"               "325I 2S"             "325I-4"             
##   [955] "325I 4D"             "325 I  4DR"          "325I 4DR"           
##   [958] "325I  4DR"           "325I-  4DR"          "325I 4S"            
##   [961] "325I - 4S"           "325I5"               "325I CNVRTBL"       
##   [964] "325I CONV"           "325I CONVERTABL"     "325IS"              
##   [967] "325 IS"              "325I STATIION"       "325IX"              
##   [970] "325L"                "325LS"               "325M"               
##   [973] "325 SW"              "3.25 TL"             "325 WAGON"          
##   [976] "325X"                "325X1"               "325XI"              
##   [979] "3.25XI"              "325 XI"              "325XI 4D SDN"       
##   [982] "325XL"               "325 XL"              "326"                
##   [985] "326CI"               "326 CI"              "326I"               
##   [988] "326XI"               "326 XI"              "3.27"               
##   [991] "328"                 "3281"                "328 1"              
##   [994] "328.1"               "328 2DR"             "328 4D"             
##   [997] "328  4DR"            "328 4S"              "3288I"              
##  [1000] "328 C"               "328CI"               "328 CI"             
##  [1003] "328 CONVERT"         "328  CV"             "328D"               
##  [1006] "328I"                "3.28I"               "328 I"              
##  [1009] "328.I"               "328I 2D"             "328I 2 DOOR"        
##  [1012] "328I 2DR"            "328I 2S"             "328I 4D"            
##  [1015] "328I 4DR"            "328I  4DR"           "328 I 4S"           
##  [1018] "328I 4S"             "328I  4S"            "328I CN"            
##  [1021] "328I CNVT"           "328I CONV"           "328I CONV."         
##  [1024] "328I CONVERT."       "328I CV"             "328II"              
##  [1027] "328IS"               "328 IS"              "328I STA WAG"       
##  [1030] "328I  SW"            "328IX"               "328SI"              
##  [1033] "328/SW"              "328TL"               "328 TRICKED OUT"    
##  [1036] "328X1"               "328 X1"              "328XI"              
##  [1039] "328 XI"              "328XI  4D"           "328XI 4 DOOR"       
##  [1042] "328XI-4 DOOR"        "328XI 4DR"           "328XI 4S"           
##  [1045] "328XI SEDAN"         "328XL"               "329I"               
##  [1048] "329 I"               "32BI"                "32CL"               
##  [1051] "3.2CL"               "3.2 CL"              "3.2CL 2S"           
##  [1054] "3.2 CL 4D"           "3.2 CL 4S"           "3.2CLS"             
##  [1057] "3.2 CLS"             "3.2 CL S"            "3.2 CL-S"           
##  [1060] "3.2 CO"              "32I"                 "3.2L"               
##  [1063] "3.2L 4S"             "32OI"                "3.2RL"              
##  [1066] "3.2SE"               "32SI"                "32T"                
##  [1069] "3.2T"                "3.2T 4DR SEDAN"      "3.2T 4S"            
##  [1072] "3.2TI"               "32TL"                "3/2TL"              
##  [1075] "3.2TL"               "3.2 TL"              "3.2  TL"            
##  [1078] "32.TL"               "3.2 TL 4D"           "3.2 TL (4D)"        
##  [1081] "3.2TL 4D"            "3.2  TL  4DR"        "3.2 TL 4DR"         
##  [1084] "3.2 TL  4DR"         "3.2TL 4DR"           "3.2 TL 4S"          
##  [1087] "3.2TL 4S"            "3.2TL  4S"           "3.2TLRS"            
##  [1090] "3.2TLS"              "3.2 TLS"             "3.2 TL S"           
##  [1093] "3.2 TL-S"            "3.2TL S"             "3.2TL-S"            
##  [1096] "3.2 TL-S 4S"         "3.2 TL SEDAN"        "32V"                
##  [1099] "32 V"                "32 V NORTHSTAR"      "32V NORTHSTAR"      
##  [1102] "330"                 "330 01"              "3300ZX"             
##  [1105] "3301"                "3301 4D"             "330 2S"             
##  [1108] "330 2/S"             "330 4S"              "330 C"              
##  [1111] "330C1"               "330CE"               "330CI"              
##  [1114] "330 CI"              "330CI 2D"            "330CI 2DR"          
##  [1117] "330 CI 2S"           "330CI 2S"            "330CI CONV"         
##  [1120] "330 CL"              "330 CN"              "330E"               
##  [1123] "330ES"               "330I"                "330 I"              
##  [1126] "330 I 4DR"           "330I 4DR"            "330I 4S"            
##  [1129] "330IX"               "330 SERIES"          "330 SI"             
##  [1132] "330TI"               "330X1"               "330 X1"             
##  [1135] "330XI"               "330 XI"              "330XI 4D"           
##  [1138] "330XI  4DR"          "330XI 4S"            "330XL"              
##  [1141] "330ZI"               "331"                 "3320"               
##  [1144] "3 320"               "334"                 "335"                
##  [1147] "3350"                "3351"                "335 2D"             
##  [1150] "335 4D"              "335CI"               "335 CNV"            
##  [1153] "335D"                "335 D"               "335E"               
##  [1156] "335I"                "3.35I"               "335 I"              
##  [1159] "335I 2D"             "335I 2DR"            "335I 2S"            
##  [1162] "335I - 2S"           "335I 4D"             "335I 4DR"           
##  [1165] "335I 4S"             "335I CONV"           "335I CONVERT"       
##  [1168] "335I CONVERTIBL"     "335I CV"             "335IS"              
##  [1171] "335IS 2DOOR"         "335IS 4S"            "335L"               
##  [1174] "335O"                "335X1"               "335XI"              
##  [1177] "335 XI"              "335 X I"             "335XI  2S"          
##  [1180] "335XI 4D"            "335XI 4S"            "335XI TURBO"        
##  [1183] "336I"                "336XI"               "337"                
##  [1186] "338"                 "338 4DR"             "338 CI"             
##  [1189] "338I"                "33I"                 "33OI"               
##  [1192] "340"                 "340EX"               "340GL"              
##  [1195] "340I"                "340 SW"              "340X 2S"            
##  [1198] "340ZX"               "3 4D"                "3  4D"              
##  [1201] "3 4DOOR"             "3    4DOOR"          "3 - 4DOOR"          
##  [1204] "3 (4 DOOR)"          "3 4-DOOR"            "3 4DQ"              
##  [1207] "34DR"                "3 4DR"               "3  4DR"             
##  [1210] "3   4DR"             "3    4 DR"           "3 - 4DR"            
##  [1213] "3 4 DR"              "3- 4DR"              "3--4DR"             
##  [1216] "3 4DR HB"            "3 4D SDN"            "3 4D SEDAN"         
##  [1219] "3  4H"               "3 4S"                "3  4S"              
##  [1222] "3   4S"              "3 / 4S"              "3 (4S)"             
##  [1225] "3.4TL"               "3 4X4"               "35"                 
##  [1228] "3.5"                 "350"                 "3500"               
##  [1231] "3500 BOX TRUCK"      "3500 BX TK"          "3500 DS"            
##  [1234] "3500 GVW 10000"      "3500  GVW 10001"     "3500 GVW10500"      
##  [1237] "3500 GVW 1100"       "3500 GVW 11000"      "3500 GVW11160"      
##  [1240] "3500 GVW 11400"      "3500 GVW115000"      "3500 GVW12000"      
##  [1243] "3500 GVW 12000"      "3500 GVW 13000"      "3500 GVW 14000"     
##  [1246] "3500 GVW 16000"      "3500H"               "3500HD"             
##  [1249] "3500 HD"             "3500HD GVW12500"     "3500HD GVW13000"    
##  [1252] "3500HD GVW15000"     "3500 PICK UP"        "3500 PU"            
##  [1255] "3500 P/U"            "3500 RAM"            "3500 RAM TRUCK"     
##  [1258] "3500 STAKE BODY"     "3500 TK"             "3500 UTILITY VN"    
##  [1261] "3500 VAN"            "3500 / VAN"          "3500 VN"            
##  [1264] "350 /4S"             "350C"                "350 E"              
##  [1267] "35.0GT"              "350HD"               "350I"               
##  [1270] "350I GT"             "350S"                "350SDL"             
##  [1273] "350 SUV"             "350 TK"              "350Z"               
##  [1276] "350 Z"               "350 Z 2 DOOR"        "350Z 2H"            
##  [1279] "350Z 2S"             "350Z CN"             "350Z CONV"          
##  [1282] "350 Z CONVT"         "350Z  SPORTS CA"     "350 Z TRICKED"      
##  [1285] "350ZX"               "351"                 "352 I"              
##  [1288] "3530I"               "3.5 4D"              "355I"               
##  [1291] "358"                 "3.5AL"               "3.5 AL"             
##  [1294] "3.5CL"               "35G"                 "35HL"               
##  [1297] "3.5HL"               "35I"                 "3.5KL"              
##  [1300] "35L"                 "3.5L"                "35M"                
##  [1303] "35OZ"                "3.5R"                "35RL"               
##  [1306] "3 5RL"               "3,5RL"               "3,5 RL"             
##  [1309] "3.5RL"               "3.5 RL"              "3.5 RL 4D"          
##  [1312] "3.5 RL   4DR"        "3.5RL 4DR"           "3.5RL - 4DR"        
##  [1315] "3.5RL 4S"            "35SA"                "35SE"               
##  [1318] "3.5SL"               "3.5SR"               "3.5 SR"             
##  [1321] "3.5TL"               "3.5 TS"              "35X"                
##  [1324] "35XI"                "35 XI 4DR"           "35XL"               
##  [1327] "35Z"                 "3.6"                 "360"                
##  [1330] "360 4D"              "368"                 "3.6 CTS"            
##  [1333] "3.6L"                "3.7"                 "370"                
##  [1336] "370G"                "370Z"                "370 Z"              
##  [1339] "370Z 2D"             "370Z - 2S"           "371"                
##  [1342] "3.76"                "379"                 "3.7L"               
##  [1345] "3.7 LIMITED"         "37S"                 "3.7 SUV"            
##  [1348] "380"                 "3800"                "3800 4S"            
##  [1351] "380C"                "380I"                "380SL"              
##  [1354] "380 SL"              "381I"                "383CL"              
##  [1357] "383I"                "385CI"               "385I"               
##  [1360] "386 TALON"           "388"                 "399"                
##  [1363] "3 AXLE TRUCK/TR"     "3C"                  "3 COUPE"            
##  [1366] "3CP"                 "3D"                  "3DC"                
##  [1369] "3D HB"               "3DOOR"               "3 DOOR"             
##  [1372] "3DR"                 "3 DR SDN"            "3D / YARIS"         
##  [1375] "3E20"                "3E50"                "3 HATCH"            
##  [1378] "3 HATCHBACK"         "3 HB"                "3  HB"              
##  [1381] "3 HB 4D"             "3I8"                 "3L2TL"              
##  [1384] "3.O"                 "3OCL"                "3.OCL"              
##  [1387] "3OO"                 "3.OT"                "3R"                 
##  [1390] "3S"                  "3S250"               "3S300"              
##  [1393] "3S 300"              "3S300 4S"            "3S300H"             
##  [1396] "3S330"               "3S350"               "3S 350"             
##  [1399] "3S 4S"               "3S5D"                "3  SEDAN"           
##  [1402] "3SER"                "3SERIES"             "3 SERIES"           
##  [1405] "3-SERIES"            "3 SERIES 2S"         "3 SERIES  2S"       
##  [1408] "3 SERIES 4D"         "3 SERIES 4DR"        "3 SERIES  4DR"      
##  [1411] "3 SERIES WAGON"      "3SERIRES"            "3SPEED"             
##  [1414] "3 SPEED"             "3 SW"                "3TL"                
##  [1417] "3.TL"                "3 TURBO"             "3X"                 
##  [1420] "3X470"               "3X SUV"              "3ZC"                
##  [1423] "4"                   "4.0"                 "400"                
##  [1426] "4000"                "4000 GVW 11000"      "4000S"              
##  [1429] "400E"                "400 E"               "400E 4D"            
##  [1432] "400H"                "400 H"               "400SE"              
##  [1435] "400 SE"              "400SEL"              "400 SEL"            
##  [1438] "401"                 "4.0 LITRE"           "4.0SE"              
##  [1441] "4.0 SE"              "4.0 S-TYPE"          "4.0T"               
##  [1444] "42"                  "4/2"                 "420"                
##  [1447] "4200"                "4200 DS"             "420SE"              
##  [1450] "420SEL"              "420 SEL"             "420 SEL 4S"         
##  [1453] "423I 4S"             "425"                 "425003X8A"          
##  [1456] "425I"                "426I 4DR"            "428"                
##  [1459] "4281"                "428 - 4D"            "428I"               
##  [1462] "428 I"               "428I 4D"             "428I 4DR"           
##  [1465] "4.3"                 "430"                 "4300"               
##  [1468] "4300BTK"             "4300 DT466"          "4300 TRASH TK"      
##  [1471] "430I"                "433I 2DR"            "435"                
##  [1474] "4351"                "435I"                "435 I"              
##  [1477] "43ZF13C31U41074"     "44"                  "4*4"                
##  [1480] "440"                 "4400"                "4400 DUMP"          
##  [1483] "440I"                "440I  4DR"           "442"                
##  [1486] "44 3.7L"             "44S"                 "45"                 
##  [1489] "450"                 "4500"                "4500 DS"            
##  [1492] "4500 TK"             "4500 TOW"            "450H"               
##  [1495] "450I"                "450SEL"              "450SL"              
##  [1498] "450 SL"              "4550"                "458"                
##  [1501] "460"                 "4600"                "46A"                
##  [1504] "4.6SE"               "47"                  "470"                
##  [1507] "4700"                "4700 TK"             "470LX"              
##  [1510] "480 TOW TRUCK"       "488 SPIDER"          "48C"                
##  [1513] "49"                  "4900"                "49CC SCOOTER"       
##  [1516] "4A"                  "4A4"                 "4A C"               
##  [1519] "4ACCORD"             "4 ACCORD"            "4A - GALANT"        
##  [1522] "4B"                  "4BR"                 "4C"                 
##  [1525] "4CAMRY/S"            "4CIVIC"              "4COROLLA"           
##  [1528] "4COROLLAS"           "4D"                  "4 D"                
##  [1531] "4-D"                 "4 D00R"              "4D 1LX"             
##  [1534] "4D2"                 "4D/200"              "4D 240"             
##  [1537] "4D 3"                "4D  300"             "4D/ 300"            
##  [1540] "4D 300D"             "4D 325XI"            "4D 328I"            
##  [1543] "4D/328I"             "4D 3.2 TL"           "4D4"                
##  [1546] "4D 745LI"            "4D 75X"              "4D   75X"           
##  [1549] "4D A4"               "4D / A4"             "4D ACCORD"          
##  [1552] "4D / ACCORD"         "4D ALTIMA"           "4D / ALTIMA"        
##  [1555] "4D-ALTIMA"           "4D AVALON"           "4D C230"            
##  [1558] "4D CAB"              "4DCAMRY"             "4D CAMRY"           
##  [1561] "4D CAVA"             "4D CHARGER"          "4D CIVIC"           
##  [1564] "4D  CIVIC"           "4D / CIVIC"          "4D-CIVIC"           
##  [1567] "4D CIVIC LX"         "4D CLA250"           "4D COMMANDER"       
##  [1570] "4D COROLLA"          "4D   COROLLA"        "4D / COROLLA"       
##  [1573] "4D- COROLLA"         "4D/COROLLA"          "4D CORO RENTAL"     
##  [1576] "4D / CROSSTOUR"      "4D CRUZE"            "4D/CTS"             
##  [1579] "4D CUBE"             "4D DEVILLE"          "4 DDOOR"            
##  [1582] "4DDR"                "4D DTS"              "4DE"                
##  [1585] "4D E350"             "4D - E350"           "4D ELANTRA"         
##  [1588] "4D/ELANTRA"          "4D ES"               "4D ES300"           
##  [1591] "4D EX"               "4D / EX"             "4D FIT"             
##  [1594] "4D FOCUS"            "4D FORTE"            "4D FUSION"          
##  [1597] "4D G25X"             "4D GALANT"           "4D GLI"             
##  [1600] "4D HATCHBACK"        "4D HB"               "4D HIGHLANDER"      
##  [1603] "4D / HIGHLANDER"     "4D HYBRID"           "4D IMPALA"          
##  [1606] "4D INTESSA"          "4D ION"              "4D IS350"           
##  [1609] "4D JEEP"             "4D JETTA"            "4DL"                
##  [1612] "4D LE"               "4D LEGACY"           "4D MALIBU"          
##  [1615] "4D MAXIMA"           "4D MKX"              "4D ML320"           
##  [1618] "4D - NOVA"           "4D OLDER MODEL"      "4 DOOOR"            
##  [1621] "4DOOR"               "4 DOOR"              "4  DOOR"            
##  [1624] "4-DOOR"              "4 DOOR - 3.5RL"      "4 DOOR 626"         
##  [1627] "4 DOOR - AMANTI"     "4DOOR BLACK"         "4 DOOR  CALIBER"    
##  [1630] "4DOOR E350"          "4DOOR G20"           "4 DOORQ"            
##  [1633] "4DOORS"              "4 DOORS"             "4 DOOR SEDAN"       
##  [1636] "4DOOR SEDAN"         "4 DOOR SUV"          "4 DOOR -SUV"        
##  [1639] "4DOOR TRK"           "4D - OPTIMA"         "4 DOR"              
##  [1642] "4 DORR"              "4 DOUR"              "4D PARK AVE"        
##  [1645] "4 DPPR"              "4D-PROTEGE"          "4DR"                
##  [1648] "4 DR"                "4 DR-"               "4-DR"               
##  [1651] "4DR`"                "4DR```"              "4DR 200"            
##  [1654] "4DR250"              "4DR 250"             "4DR 2.5RL"          
##  [1657] "4DR / 2.5TL"         "4DR 3"               "4DR 300"            
##  [1660] "4DR 300SE"           "4DR 323I"            "4DR 325"            
##  [1663] "4DR 325I"            "4DR 328I"            "4DR 3.2TL"          
##  [1666] "4DR 330I"            "4DR 335I"            "4DR 3SERIES"        
##  [1669] "4DR  3 SERIES"       "4DR 4WD"             "4DR5"               
##  [1672] "4DR 5"               "4DR 500"             "4DR 528"            
##  [1675] "4DR 528I"            "4DR 530I"            "4DR 530XI"          
##  [1678] "4DR 535"             "4DR 535D"            "4DR 540I"           
##  [1681] "4DR 550I"            "4DR 5HUNDRED"        "4DR  5 SERIES"      
##  [1684] "4DR 5 SERIES"        "4DR 6"               "4DR  6"             
##  [1687] "4DR 740"             "4DR 745I"            "4DR 940GL"          
##  [1690] "4DR A3"              "4DR A4"              "4DR / A4"           
##  [1693] "4DR A 4"             "4DR A6"              "4DR A7"             
##  [1696] "4DR ACC"             "4DR-ACC"             "4DR ACCENT"         
##  [1699] "4DR ACCORD"          "4DR  ACCORD"         "4DR / ACCORD"       
##  [1702] "4DR ALTIMA"          "4DR AVALON"          "4DR AVENGER"        
##  [1705] "4DR / AVENGER"       "4DR AVEO"            "4DR AZERA"          
##  [1708] "4DR / BLAZER"        "4DR C240"            "4DR C280"           
##  [1711] "4DR C-300"           "4DR C350"            "4DR C400"           
##  [1714] "4DR C60"             "4DR C63"             "4DR CAB"            
##  [1717] "4DR CALIBER"         "4DR CAMR"            "4DR CAMRY"          
##  [1720] "4DR / CAMRY"         "4DR CAMRY TAXI"      "4DR CAPRICE"        
##  [1723] "4DR CAR"             "4DR CATERA"          "4DR CAVALIER"       
##  [1726] "4DR CC 2.0"          "4DR CENTURY"         "4DR CHARGER"        
##  [1729] "4 DR CIVIC"          "4DR CIVIC"           "4DR  CIVIC"         
##  [1732] "4DR / CIVIC"         "4DR CIVICQ"          "4DR CIVIIC"         
##  [1735] "4DR CLA250"          "4DR CMAX"            "4DR / COBALT"       
##  [1738] "4DR / CONCORDE"      "4DR CONT"            "4DR CONTINENTAL"    
##  [1741] "4DR CONTOUR"         "4DR CONV"            "4DR COROLA"         
##  [1744] "4 DR COROLLA"        "4DR COROLLA"         "4DR  COROLLA"       
##  [1747] "4DR / COROLLA"       "4DR/COROLLA"         "4DR COUPE"          
##  [1750] "4 DR CP"             "4DR CP"              "4DR CROWN VIC"      
##  [1753] "4DR CRUZE"           "4DR / CR-V"          "4DR CR-V"           
##  [1756] "4DR CT200H"          "4DR CTS"             "4DR CUTLASS"        
##  [1759] "4DR DART"            "4DR DENTRA"          "4DR DTS"            
##  [1762] "4DR / DURANGO"       "4DR E300"            "4DR E-300"          
##  [1765] "4DR E320"            "4DR E350"            "4DR E430"           
##  [1768] "4DR  ECHO"           "4DR ELANTRA"         "4DR ELENTRA"        
##  [1771] "4DR ES"              "4DR ES300"           "4DR / ES300"        
##  [1774] "4DR ES330"           "4DR ES350"           "4DR / ES350"        
##  [1777] "4DR ES 350"          "4DR FESTIVA"         "4DR FIESTA"         
##  [1780] "4DR  FIESTA"         "4DR FIT"             "4DR FOCUS"          
##  [1783] "4DR / FOCUS"         "4DR FORESTER"        "4DR FORTE"          
##  [1786] "4DR FUSION"          "4DR  FUSION"         "4DR / FUSION"       
##  [1789] "4DR G35"             "4DR G37"             "4DR G6"             
##  [1792] "4DR GALANT"          "4DR / GENESIS"       "4DR GOLF"           
##  [1795] "4DR / GOLF"          "4DR GRAND M"         "4DR GRAND MARC"     
##  [1798] "4DR GRAND MARQU"     "4DR GRAND PRIX"      "4DR GRAN MARQUI"    
##  [1801] "4DR GS300"           "4DR GS350"           "4DR GS400"          
##  [1804] "4DR GTI"             "4DRH"                "4DR HATCH"          
##  [1807] "4 DR HATCHBACK"      "4DR HATCH BACK"      "4DR HB"             
##  [1810] "4DR HHR"             "4DR I3"              "4DR I30"            
##  [1813] "4DR IMPALA"          "4DR- IMPALA"         "4DR INSIGHT"        
##  [1816] "4DR INTEGRA"         "4DR ION"             "4DR IS"             
##  [1819] "4DR IS250"           "4DR J30"             "4DR JEEP"           
##  [1822] "4DR JETTA"           "4DR LACROSSE"        "4DR LANCER"         
##  [1825] "4DR LASALLE"         "4DR LEAF"            "4DR LEGACY"         
##  [1828] "4DR LE SABRE"        "4DR / LIBERTY"       "4DR LIMITED"        
##  [1831] "4DR / LS"            "4DR LS430"           "4DR LS450L"         
##  [1834] "4DR M"               "4DR M3"              "4DR M35"            
##  [1837] "4DR  M35"            "4DR M35X"            "4DR / M35X"         
##  [1840] "4DR M5"              "4DR MALIBU"          "4DR  MARQUIS"       
##  [1843] "4DR MATRIX"          "4DR / MATRIX"        "4DR MAX"            
##  [1846] "4DR MAXIMA"          "4DR MAZ6"            "4DR MAZDA 2"        
##  [1849] "4DR MAZDA3"          "4DR / MAZDA3"        "4DR MAZDA 3"        
##  [1852] "4DR MAZDA6"          "4DR MAZDA 6"         "4DR MILAN"          
##  [1855] "4DR MIRAGE"          "4 DR  MKS"           "4DR MKZ"            
##  [1858] "4DR / ML350"         "4DR NEON"            "4DROO"              
##  [1861] "4DROOR"              "4 DROOR"             "4DR OPTIMA"         
##  [1864] "4DR PASSAT"          "4DR PICKUP"          "4DR / PILOT"        
##  [1867] "4DR PRIUS"           "4DR  PRIUS"          "4DR / PRIUS"        
##  [1870] "4DR PRIZIM"          "4DR PRIZM"           "4DR PROTEGE"        
##  [1873] "4DR PT C"            "4DR PT CRUISER"      "4DRQ"               
##  [1876] "4DR Q70"             "4DR REGAL"           "4DR RIO"            
##  [1879] "4DR RL"              "4DR / ROGUE"         "4DR RORENZA"        
##  [1882] "4DR  / RX300"        "4DRS"                "4DR S"              
##  [1885] "4DR S4"              "4DR S420"            "4DR S55"            
##  [1888] "4DR S550"            "4DR S60"             "4DR S70"            
##  [1891] "4DR S80"             "4 DR SDN"            "4DR SDN"            
##  [1894] "4DR SEBRING"         "4 DR SEDAN"          "4DR SEDAN"          
##  [1897] "4DR SEDAN (NEON"     "4DR SENTRA"          "4DR  SENTRA"        
##  [1900] "4DR / SENTRA"        "4DR SE-R"            "4DR SL"             
##  [1903] "4DR SLS"             "4DR SOL"             "4DR SONATA"         
##  [1906] "4DR SONIC"           "4DR / SORENTO"       "4DR SOUL"           
##  [1909] "4DR SPECTRA"         "4DR SPORT"           "4DR / SPRT"         
##  [1912] "4DR STAYION WAG"     "4DR STRATUS"         "4 DR SUV"           
##  [1915] "4DR SUV"             "4DR  SUV"            "4DRSW"              
##  [1918] "4DR SW"              "4DR SX4"             "4DR / TAHOE"        
##  [1921] "4DR TAURUS"          "4DR TAXI"            "4DR TC"             
##  [1924] "4DR TERCEL"          "~~4DR TL"            "4DR TL"             
##  [1927] "4DR  TL"             "4DR / TL"            "4DR TL-S"           
##  [1930] "4DR TLX"             "4DR TOWN CAR"        "4DR TRAIL BLAZ"     
##  [1933] "4 DR TRK"            "4DR TRK"             "4DR TSX"            
##  [1936] "4DR VAN"             "4DR VERANO"          "4DR  VERANO"        
##  [1939] "4DR VERSA"           "4DR VIBE"            "4DR VOLT"           
##  [1942] "4DR / VUE"           "4DR WHIT"            "4DR WRANGLER"       
##  [1945] "4DR / WRSNGLER"      "4DR WRX"             "4DR XB"             
##  [1948] "4DR XB SCION"        "4DR XD"              "4DR XTS"            
##  [1951] "4DR X-TYPE"          "4DR YARIS"           "4DR ZEPHYR"         
##  [1954] "4DS"                 "4D S"                "4D / SANTAFE"       
##  [1957] "4DS / COROLLA"       "4DSD"                "4DSDN"              
##  [1960] "4D SDN"              "4DSEDAN"             "4D SEDAN"           
##  [1963] "4D SEDAN DEBADG"     "4D SEDEAN"           "4D SEDN"            
##  [1966] "4D SENTRA"           "4D SL1"              "4D/SL2"             
##  [1969] "4D SON"              "4D SONATA"           "4D  SPECTRA"        
##  [1972] "4D-SPO"              "4D SS"               "4D SUV"             
##  [1975] "4D   SUV"            "4D - SUV"            "4D-SUV"             
##  [1978] "4D/SUV"              "4DSW"                "4D SW"              
##  [1981] "4D / SW"             "4D-SW"               "4D/SW"              
##  [1984] "4D SW A4"            "4DT"                 "4D TAURUS"          
##  [1987] "4D TK"               "4D-TK"               "4D TL"              
##  [1990] "4D TOWN CAR"         "4D TSX"              "4D V6 XLS"          
##  [1993] "4D VERSA"            "4D WAGON"            "4DWHITE"            
##  [1996] "4D WRANGLER"         "4D WRX"              "4E"                 
##  [1999] "4E320"               "4ES 300"             "4F"                 
##  [2002] "4H"                  "4 H"                 "4H 2"               
##  [2005] "4H 3"                "4H/3"                "4H 32V NORTHSTA"    
##  [2008] "4H 4-DOOR"           "4H 535I"             "4H ACCORD"          
##  [2011] "4H ALTIMA"           "4 HATCH"             "4H COOPER"          
##  [2014] "4H COROLLA"          "4H / COROLLA"        "4H CROSSTOUR"       
##  [2017] "4H CR VC"            "4H ELANTRA"          "4H FIT"             
##  [2020] "4H FUSION"           "4H G37"              "4H GOLF"            
##  [2023] "4H GTI"              "4H IONIQ"            "4H JETTA"           
##  [2026] "4H MATRIX"           "4H OPTIMA"           "4H-PASSAT"          
##  [2029] "4H PRIUS"            "4H / PRIUS"          "4H PRIUS C"         
##  [2032] "4H SCION XB"         "4H SONATA"           "4H VERSA"           
##  [2035] "4H YARIS"            "4HYBRID"             "4MATCI"             
##  [2038] "4MATIC"              "4 MATIC"             "4 MATIC (SUV)"      
##  [2041] "4MATIC -TK"          "4.OL"                "4OOR"               
##  [2044] "4PASSAT"             "4PD"                 "4Q"                 
##  [2047] "4R"                  "4RAV"                "4RD"                
##  [2050] "4 RD ELENTRA"        "4RNNER"              "4RNR"               
##  [2053] "4RNR 4D"             "4RU"                 "4RUMMER"            
##  [2056] "4RUN"                "4RUNER"              "4 RUNER"            
##  [2059] "4RUNN"               "4RUNNDER"            "4RUNNE"             
##  [2062] "4RUNNER"             "4 RUNNER"            "4-RUNNER"           
##  [2065] "4RU NNER"            "4RUNNER 4D"          "4RUNNER AR5 V8"     
##  [2068] "4RUNNERK"            "4 RUNNERS"           "4 RUNNER SR5"       
##  [2071] "4RUNNER SRS"         "4 RUNNER SU"         "4-RUNNER SU"        
##  [2074] "4RUNNER SU"          "4RUNNER SUV"         "4RUNNER  SUV"       
##  [2077] "4RUNNER (SUV)"       "4RUNNER/SUV"         "4RUNNER TAXI"       
##  [2080] "4 RUNNER TK"         "4RUNNER TK"          "4RUNNER VN"         
##  [2083] "4RUNNIER"            "4RUNNNER"            "4RUNNWE"            
##  [2086] "4RUN SUV"            "4RUN TK"             "4RUUNER"            
##  [2089] "4S"                  "`4S"                 "4 S"                
##  [2092] "4-S"                 "4/S"                 "4S`"                
##  [2095] "4S-"                 "4S 1900"             "4S 2"               
##  [2098] "4S 200"              "4S/232I"             "4S  240"            
##  [2101] "4S 2.5TL"            "4S-2.7T"             "4S 3"               
##  [2104] "4S  3"               "4S   3"              "4S 300"             
##  [2107] "4S  300"             "4S - 300 E"          "4S /30I"            
##  [2110] "4S 318"              "4S 318I"             "4S 323"             
##  [2113] "4S/323"              "4S 323I"             "4S 325"             
##  [2116] "4S 325E"             "4S 325I"             "4S / 325I"          
##  [2119] "4S 325 I"            "4S-325I"             "4S 325XI"           
##  [2122] "4S 325 XI"           "4S 328"              "4S-328"             
##  [2125] "4S 328I"             "4S - 328I"           "4S 328XI"           
##  [2128] "4S  3.2 TL"          "4S 3.2TL"            "4S 3.2 TL"          
##  [2131] "4S-3.2TL"            "4S-32V"              "4S 32V SLS"         
##  [2134] "4S 330"              "4S/330"              "4S, 330XI"          
##  [2137] "4S 335I"             "4S/335I"             "4S / 335XI"         
##  [2140] "4S-35"               "4S/350"              "4S350SL"            
##  [2143] "4S 355XI"            "4S 3.5 RL"           "4S 3.5TL"           
##  [2146] "4S 3 SERIES"         "4S 460"              "4S 4 DOOR"          
##  [2149] "4S-4DOOR"            "4S 4DR"              "4S 4RNR"            
##  [2152] "4S 4RUNNER"          "4S 500"              "4S 525"             
##  [2155] "4S/525"              "4S525I"              "4S 525I"            
##  [2158] "4S528I"              "4S 528I"             "4S 530"             
##  [2161] "4S/530"              "4S 530I"             "4S 530X1"           
##  [2164] "4S 530XI"            "4S 535I"             "4S 540I"            
##  [2167] "4S / 545I"           "4S 550I"             "4S 6"               
##  [2170] "4S  6"               "4S 626"              "4S 740"             
##  [2173] "4S/740I"             "4S 740IL"            "4S 745I"            
##  [2176] "4S 745LI"            "4S 750"              "4S 750I"            
##  [2179] "4S 750LI"            "4S 760"              "4S 850"             
##  [2182] "4S 93"               "4S/93"               "4S  9 5"            
##  [2185] "4S/95"               "4S/95  2.3T"         "4S A4"              
##  [2188] "4S  A4"              "4S / A4"             "4S/A4"              
##  [2191] "4S A6"               "4S/A6"               "4S A6 3.2"          
##  [2194] "4S A8"               "4S   A8"             "4S A8L"             
##  [2197] "4S ABY"              "4S ACC"              "4S ACCENT"          
##  [2200] "4S / ACCENT"         "4S/ACCENT"           "4S ACCIRD"          
##  [2203] "4S ACCOD"            "4SACCORD"            "4S ACCORD"          
##  [2206] "4S  ACCORD"          "4S - ACCORD"         "4S / ACCORD"        
##  [2209] "4S-ACCORD"           "4S, ACCORD"          "4S/ACCORD"          
##  [2212] "4S ACORD"            "4S ADVENGER"         "4S AERIO"           
##  [2215] "4S AERO"             "4S ALANTRA"          "4S ALERO"           
##  [2218] "4S ALT"              "4SALTIMA"            "4S ALTIMA"          
##  [2221] "4S  ALTIMA"          "4S - ALTIMA"         "4S / ALTIMA"        
##  [2224] "4S-ALTIMA"           "4S- ALTIMA"          "4S/ALTIMA"          
##  [2227] "4S ALTIMA RENTA"     "4S AMANTI"           "4S AMG"             
##  [2230] "4S AURA"             "4S  AURA"            "4S - AURA"          
##  [2233] "4S AVALON"           "4S  AVALON"          "4S  (AVALON)"       
##  [2236] "4S - AVALON"         "4S / AVALON"         "4S-AVALON"          
##  [2239] "4S/AVALON"           "4S AVALONN"          "4S AVENGER"         
##  [2242] "4S AVENGERQ"         "4SAVEO"              "4S AVEO"            
##  [2245] "4S / AVEO"           "4S AZERA"            "4S / AZERA"         
##  [2248] "4S-AZERA"            "4S/AZERA"            "4SB"                
##  [2251] "4SBL"                "4S/BMW"              "4S BOX"             
##  [2254] "4SC230"              "4S C230"             "4S / C230"          
##  [2257] "4S C-230"            "4S C240"             "4S / C240"          
##  [2260] "4S/C240"             "4S C280"             "4SC300"             
##  [2263] "4S C300"             "4S-C300"             "4S/C300"            
##  [2266] "4S C63"              "4S CAB"              "4S CALIBER"         
##  [2269] "4S - CALIBER"        "4S CAM"              "4S CAMARY"          
##  [2272] "4S CAMERY"           "4S  CAMERY"          "4S CAMRE"           
##  [2275] "4S CAM RENTAL"       "4SCAMRY"             "4S CAMRY"           
##  [2278] "4S  CAMRY"           "4S - CAMRY"          "4S / CAMRY"         
##  [2281] "4S-CAMRY"            "4S/CAMRY"            "4S/ CAMRY"          
##  [2284] "4S CAMRY CAB"        "4S CAMRY TAXI"       "4S CANRY"           
##  [2287] "4S CAPRICE"          "4S - CAPRICE"        "4S-CARAVAN"         
##  [2290] "4S CAROLLA"          "4S - CAROLLA"        "4SCAVALIER"         
##  [2293] "4S CAVALIER"         "4S CELEBRITY"        "4S CENTURY"         
##  [2296] "4S/CENTURY"          "4S CHAR"             "4S CHARGER"         
##  [2299] "4S/CHARGER"          "4S CHARGER SXT"      "4S CIV"             
##  [2302] "4SCIVIC"             "4S CIVIC"            "4S  CIVIC"          
##  [2305] "4S - CIVIC"          "4S / CIVIC"          "4S-CIVIC"           
##  [2308] "4S/CIVIC"            "4S/ CIVIC"           "4S CIVIC HY"        
##  [2311] "4S CIVIC LX"         "4S CIVIC SI"         "4S CLASSIC"         
##  [2314] "4S  CLS550"          "4S/CLS550"           "4S COBALT"          
##  [2317] "4S-COBALT"           "4S/COBALT"           "4S / COLBALT"       
##  [2320] "4S / CONCORDE"       "4S / CONTINENTA"     "4S CONTINENTAL"     
##  [2323] "4S / CONTOUR"        "4S COOPER"           "4S COR"             
##  [2326] "4S COROLL"           "4SCOROLLA"           "4S COROLLA"         
##  [2329] "4S  COROLLA"         "4S - COROLLA"        "4S / COROLLA"       
##  [2332] "4S-COROLLA"          "4S- COROLLA"         "4S/COROLLA"         
##  [2335] "4S CORROLA"          "4S CORROLLA"         "4S COUPE"           
##  [2338] "4S CROWN VIC"        "4S CROWN  VIC"       "4S/CROWN VIC"       
##  [2341] "4S CRUZ"             "4S CRUZE"            "4SCRV"              
##  [2344] "4S CRV"              "4S CR VC"            "4S CR VIC"          
##  [2347] "4S CTS"              "4S CTS4"             "4S/CV"              
##  [2350] "4S CV TAXI"          "4SD"                 "4S DART"            
##  [2353] "4S DEVILLE"          "4S / DEVILLE"        "4S DIAMANTE"        
##  [2356] "4-SDN"               "4S DTS"              "4S DYNASTY"         
##  [2359] "4SE320"              "4S E320"             "4S  E320"           
##  [2362] "4S / E320"           "4S-E320"             "4S E32D"            
##  [2365] "4S E350"             "4S-E350"             "4S/E350"            
##  [2368] "4S E420"             "4S E5"               "4S E500"            
##  [2371] "4S/E500"             "4S--E550"            "4S E63"             
##  [2374] "4S ECHO"             "4SEDAN"              "4 SEDAN"            
##  [2377] "4S-EDGE"             "4S EIGHTY EIGHT"     "4SELANTRA"          
##  [2380] "4S ELANTRA"          "4S / ELANTRA"        "4S-ELANTRA"         
##  [2383] "4S/ELANTRA"          "4S ELANTRO"          "4S ELENTRA"         
##  [2386] "4SENTRA"             "4S/EOS"              "4 SERIES"           
##  [2389] "4SES200"             "4SES300"             "4S ES300"           
##  [2392] "4S / ES300"          "4S ES 300"           "4S ES330"           
##  [2395] "4S / ES330"          "4S/ES330"            "4S ES350"           
##  [2398] "4S ES 350"           "4S-ES350"            "4S/ES350"           
##  [2401] "4S ES400"            "4S ESCAPE"           "4S ESTEEM"          
##  [2404] "4S/EVOLUTION"        "4S EVOLUTION MR"     "4S EX"              
##  [2407] "4S FIESTA"           "4S FIT"              "4S/FIT"             
##  [2410] "4SFOCUS"             "4S FOCUS"            "4S - FOCUS"         
##  [2413] "4S / FOCUS"          "4S-FOCUS"            "4S/FOCUS"           
##  [2416] "4S FORENZA"          "4S-FORENZA"          "4S FORESTER"        
##  [2419] "4S FORTE"            "4S FUSION"           "4S - FUSION"        
##  [2422] "4S / FUSION"         "4S/FUSION"           "4S FX35"            
##  [2425] "4S  G20"             "4S G35"              "4S-G35"             
##  [2428] "4S G-35S"            "4S G35X"             "4S /  G35X"         
##  [2431] "4S G37"              "4S G37X"             "4S G37XS"           
##  [2434] "4S G6"               "4S - G6"             "4S / G6"            
##  [2437] "4S GALANT"           "4S - GALANT"         "4S / GALANT"        
##  [2440] "4S-GALANT"           "4S GALLANT"          "4S - GALLANT"       
##  [2443] "4S GENESIS"          "4S/GLI"              "4S G MARQ"          
##  [2446] "4S GOLD"             "4S GOLF"             "4S / GOLF"          
##  [2449] "4S-GOLF"             "4S GOLG"             "4S - GRAND AM"      
##  [2452] "4S / GRAND AM"       "4S GRAND AM"         "4S GRAND CHEROK"    
##  [2455] "4S GRAND MARQUI"     "4S GRAND P"          "4S GRAND PRIX"      
##  [2458] "4S-GRAND PRIX"       "4S GRAY"             "4S GR MARQ"         
##  [2461] "4S/GS"               "4S GS300"            "4S GS350"           
##  [2464] "4S GTI"              "4S HATCH"            "4S HYBRID"          
##  [2467] "4S HYUNDAI"          "4S I30"              "4S I35"             
##  [2470] "4S ILX"              "4S IMPALA"           "4S - IMPALA"        
##  [2473] "4S-IMPALA"           "4S/IMPALA"           "4S IMPEZA"          
##  [2476] "4S IMPEZA WRX"       "4S IMPREZA"          "4S/IMPREZA"         
##  [2479] "4SINA"               "4S INSIGHT"          "4S INSPIRE"         
##  [2482] "4S INTEGRA"          "4S INTRGUE"          "4S / INTRIGUE"      
##  [2485] "4S ION"              "4S IS250"            "4S/IS250"           
##  [2488] "4S-IS300"            "4S IS350"            "4S IS 350"          
##  [2491] "4S J30"              "4SJETTA"             "4S JETTA"           
##  [2494] "4S  JETTA"           "4S - JETTA"          "4S / JETTA"         
##  [2497] "4S-JETTA"            "4S/JETTA"            "4S JETTA TDI"       
##  [2500] "4S  K7"              "4S L30"              "4S LACROSSE"        
##  [2503] "4S LANCER"           "4S - LANCER"         "4S LANSER"          
##  [2506] "4S LE"               "4S LEGACY"           "4S LEGEND"          
##  [2509] "4S - LEGEND"         "4S LEXUS"            "4S / LHS"           
##  [2512] "4S LS"               "4S-LS"               "4S LS400"           
##  [2515] "4S LS430"            "4S LS460L"           "4S/LS480"           
##  [2518] "4S-LUCERNE"          "4S LUMINA"           "4S / LUMINA"        
##  [2521] "4S LX"               "4S M3"               "4S  M3"             
##  [2524] "4S M35"              "4S M35X"             "4S M37S"            
##  [2527] "4S M37X"             "4S M45"              "4S/M45"             
##  [2530] "4S M5"               "4S  M5"              "4S/M5"              
##  [2533] "4S - MAG"            "4S MALBU"            "4S MALIBU"          
##  [2536] "4S - MALIBU"         "4S / MALIBU"         "4S MALI BU"         
##  [2539] "4S-MALIBU"           "4S- MALIBU"          "4S/MALIBU"          
##  [2542] "4S MALIBU TAXI"      "4S======MATRIX"      "4S MATRIX"          
##  [2545] "4S-MATRIX"           "4S MAX"              "4SMAXIMA"           
##  [2548] "4S MAXIMA"           "4S  MAXIMA"          "4S / MAXIMA"        
##  [2551] "4S-MAXIMA"           "4S/MAXIMA"           "4S MAZ 3"           
##  [2554] "4S MAZ5"             "4S MAZDA3"           "4S MAZDA 3"         
##  [2557] "4S/MAZDA 3"          "4S MAZDA 6"          "4S/MAZDA 6"         
##  [2560] "4S MDX"              "4S MILAN"            "4S / MILAN"         
##  [2563] "4S MIRAGE"           "4S MKS"              "4S MKZ"             
##  [2566] "4S MODEL S"          "4S MONTEGO"          "4S MONTERO"         
##  [2569] "4S/MR EVO"           "4S-MYSTIQUE"         "4S/MYSTIQUE"        
##  [2572] "4S NEON"             "4S  NEON"            "4S-NEON"            
##  [2575] "4S/ODESSY"           "4S ODYSEEY"          "4S OPTIMA"          
##  [2578] "4S - OPTIMA"         "4S-OPTIMA"           "4S OUTBACK"         
##  [2581] "4S P85"              "4S / PARK AVE"       "4SPASSAT"           
##  [2584] "4S PASSAT"           "4S  PASSAT"          "4S - PASSAT"        
##  [2587] "4S / PASSAT"         "4S-PASSAT"           "4S/PASSAT"          
##  [2590] "4S PATHFINDER"       "4S PC"               "4S PRISM"           
##  [2593] "4SPRIUS"             "4S PRIUS"            "4S-PRIUS"           
##  [2596] "4S/PRIUS"            "4S PRIUSC"           "4S PRIZM"           
##  [2599] "4S-PRIZM"            "4S PROTEGE"          "4S - PROTEGE"       
##  [2602] "4S / PROTEGE"        "4S PRUIS"            "4S PRUS"            
##  [2605] "4S / PT CRUISER"     "4S PT CRUISER"       "4SQ"                
##  [2608] "4S Q35"              "4S  Q35?"            "4S Q4"              
##  [2611] "4S/Q4"               "4S Q45"              "4S Q4 SP SEDAN"     
##  [2614] "4S Q5"               "4S Q50"              "4SR"                
##  [2617] "4S - RABBITT"        "4S RAV4"             "4S RAV 4"           
##  [2620] "4S (RENTAL)"         "4SRIO"               "4S RIO"             
##  [2623] "4S RIO5"             "4S RL"               "4S / RL"            
##  [2626] "4S ROGUE"            "4S RX8"              "4S RX-8"            
##  [2629] "4SS"                 "4S S4"               "4S S40"             
##  [2632] "4S  S40"             "4S-S40"              "4S S430"            
##  [2635] "4S - S430"           "4S/S430"             "4S S500"            
##  [2638] "4S S501"             "4S S550"             "4S/S550"            
##  [2641] "4S S60"              "4S / S60"            "4S S70"             
##  [2644] "4S-S 70"             "4S/S8"               "4S S80"             
##  [2647] "4S-S80"              "4S-S 80"             "4S S90"             
##  [2650] "4S SABLE"            "4S SCION"            "4S - SCION"         
##  [2653] "4S SCION XD"         "4S SEBRING"          "4S / SEBRING"       
##  [2656] "4SSENTRA"            "4S SENTRA"           "4S  SENTRA"         
##  [2659] "4S - SENTRA"         "4S / SENTRA"         "4S-SENTRA"          
##  [2662] "4S/SENTRA"           "4S/ SENTRA"          "4S SEPHIA"          
##  [2665] "4S SJ"               "4S SK"               "4S/SL2"             
##  [2668] "4S SONA"             "4SSONATA"            "4S SONATA"          
##  [2671] "4S  SONATA"          "4S / SONATA"         "4S-SONATA"          
##  [2674] "4S/SONATA"           "4S SPARK"            "4S SPECTRA"         
##  [2677] "4S / SPECTRA"        "4S-SPECTRA"          "4S SPIRIT"          
##  [2680] "4S/SRT8"             "4S ST"               "4S STRATUS"         
##  [2683] "4S / STRATUS"        "4S STRETCH"          "4S STS"             
##  [2686] "4S S TYPE"           "4S S-TYPE"           "4S STYPE R"         
##  [2689] "4S SUV"              "4S SUV ML320"        "4S SW"              
##  [2692] "4S SX4"              "4S TAHOE"            "4S TARUS"           
##  [2695] "4S TAURUS"           "4S - TAURUS"         "4S / TAURUS"        
##  [2698] "4S TAURUS SE"        "4S TAXI"             "4S/TC"              
##  [2701] "4S TERCEL"           "4S TK"               "4STL"               
##  [2704] "4S TL"               "4S  TL"              "4S - TL"            
##  [2707] "4S-TL"               "4S/TL"               "4S/ TL"             
##  [2710] "4S TL 3.2"           "4S TL TYPE-S"        "4S TLX"             
##  [2713] "4S TOWNCAR"          "4S TOWN CAR"         "4S/TOWNCAR"         
##  [2716] "4S TOYOTA"           "4S TROOPER"          "4S TRUCK"           
##  [2719] "4STSX"               "4S TSX"              "4S  TSX"            
##  [2722] "4S/TSX"              "4S / TXS"            "4 SUV"              
##  [2725] "4S / V70 XC"         "4S V70 XC"           "4S VENZA"           
##  [2728] "4S-VENZA"            "4S/VERANO"           "4SVERSA"            
##  [2731] "4S VERSA"            "4S  VERSA"           "4S/VERSA"           
##  [2734] "4S VIBE"             "4SVOLT"              "4SW"                
##  [2737] "4 SW"                "4S WRANGLER"         "4S WRX"             
##  [2740] "4S WRX MODIFIED"     "4S  X 2.5"           "4S/XA"              
##  [2743] "4S XA SCION"         "4S XB"               "4S  XB"             
##  [2746] "4S-XB"               "4S XB 4DR"           "4S XD"              
##  [2749] "4S XF SEDAN"         "4S XG350L"           "4S XTS"             
##  [2752] "4S XTS4"             "4S XTYPE"            "4S X-TYPE"          
##  [2755] "4S/XTYPE"            "4SYARIS"             "4S YARIS"           
##  [2758] "4S / YARIS"          "4S/YARIS"            "4S/ YARIS"          
##  [2761] "4T"                  "4UNNER"              "4VARS"              
##  [2764] "4 VDOOR"             "4VIBE"               "4W"                 
##  [2767] "4WD"                 "4WD TK"              "4 WHEELER"          
##  [2770] "4WHEELER`"           "4W MURANO"           "4X"                 
##  [2773] "4X$"                 "4X4"                 "4 X4"               
##  [2776] "4 X 4"               "4X4 1500 SLT"        "4X4 3.7L"           
##  [2779] "4X4 3.7L TK"         "4X4 4DR"             "4X4 5.7L"           
##  [2782] "4X4 CHEROKEE"        "4X4 GR CHER"         "4X4 LAREDO"         
##  [2785] "4X4 LIMITED"         "4X4 LTD"             "4X4 PICKUP"         
##  [2788] "4X4 PKTK W/ CAB"     "4X4 SLT"             "4X4  SLT  TK"       
##  [2791] "4X4SPORT"            "4X4 SPORT"           "4X4 SU"             
##  [2794] "4X4 SUV"             "4X4 TK"              "4X4 TRUC"           
##  [2797] "4X4 TRUCK"           "4X4 VN"              "5"                  
##  [2800] "50"                  "500"                 "500 2D"             
##  [2803] "500 2S"              "500 4DR"             "500  4S"            
##  [2806] "500C"                "500CC"               "500L"               
##  [2809] "500 LIMITED"         "500  MIDGIT CAR"     "500SEC"             
##  [2812] "500SEL"              "500 SEL"             "500SL"              
##  [2815] "500 SL"              "500SL 2S"            "500X"               
##  [2818] "500X AWD"            "504I"                "50CC"               
##  [2821] "50 CC"               "50 CC MOPED"         "50CC SCOOTER"       
##  [2824] "50 JR"               "50 MOPED"            "50R"                
##  [2827] "50S"                 "50 SCOOTER"          "50 SPORT"           
##  [2830] "510"                 "5150"                "5-150"              
##  [2833] "520"                 "520I"                "5221"               
##  [2836] "522I"                "52314M6"             "523I"               
##  [2839] "523 I"               "523I 4S"             "524"                
##  [2842] "525"                 "5251"                "525 4D"             
##  [2845] "525 4S"              "525I"                "525 I"              
##  [2848] "525-I"               "525.I"               "525I 4DR"           
##  [2851] "525I  4DR"           "525I 4S"             "525I STATION WA"    
##  [2854] "525 IT"              "525SI"               "525 TL"             
##  [2857] "525X1"               "525 X1"              "525XI"              
##  [2860] "525 XI"              "525XL"               "526"                
##  [2863] "526 4D SEDAN"        "526I"                "528"                
##  [2866] "5.28"                "5281"                "5.281"              
##  [2869] "5281, 4DR"           "528 4D"              "528 4DR"            
##  [2872] "528 4S"              "528E"                "528I"               
##  [2875] "5.28I"               "528 I"               "528/I"              
##  [2878] "528I 4D"             "528 I 4DR"           "528I 4DR"           
##  [2881] "528I  4DR"           "528I 4S"             "528I AUTOMATIC"     
##  [2884] "528I SW"             "528I X5/16"          "528O"               
##  [2887] "528T"                "528XI"               "528 XI"             
##  [2890] "528  XI"             "528XI 4D"            "528XL"              
##  [2893] "52I5"                "530"                 "5301"               
##  [2896] "530 4S"              "530I"                "530 I"              
##  [2899] "530I  4D"            "530I 4DR"            "530I  4DR"          
##  [2902] "530I 4S"             "530X1"               "530XI"              
##  [2905] "530 XI"              "530XI 4S"            "530 XI SW"          
##  [2908] "530XL"               "531"                 "535"                
##  [2911] "5350"                "5351"                "535 4D"             
##  [2914] "535 4S"              "5359"                "535D"               
##  [2917] "535I"                "5.35I"               "535 I"              
##  [2920] "535I 4D"             "535I 4DR"            "535I 4S"            
##  [2923] "535I  4S"            "535I-4S"             "535 SUV"            
##  [2926] "535XI"               "535 XI"              "535 XI 4S"          
##  [2929] "535XI 4S"            "535 XI  SW"          "53778M2"            
##  [2932] "538 I"               "539I"                "540"                
##  [2935] "5401"                "540I"                "5.40I"              
##  [2938] "540 I"               "540I 4D"             "540I- 4DR"          
##  [2941] "540 I 4S"            "540I 4S"             "540I SW"            
##  [2944] "540IT"               "5 430"               "545"                
##  [2947] "545.1"               "545CI"               "545I"               
##  [2950] "545 I"               "545I 4D"             "545I/4D"            
##  [2953] "548I"                "54DR"                "5 4DR"              
##  [2956] "5,   4DR"            "5  4S"               "5-5"                
##  [2959] "550"                 "5500"                "5500HD"             
##  [2962] "5501"                "550I"                "550 I"              
##  [2965] "550I 4S"             "550 TT"              "55 300"             
##  [2968] "553I"                "5550"                "555D"               
##  [2971] "55XI"                "560"                 "5600"               
##  [2974] "560I"                "560SEC"              "560 SEC"            
##  [2977] "560SEL"              "560 SEL"             "560SEL 4S"          
##  [2980] "560SL"               "563"                 "5.6 SE"             
##  [2983] "5.7"                 "570 4S"              "5.7 L LIMITED"      
##  [2986] "580"                 "580I"                "581I"               
##  [2989] "585 4DR"             "585I"                "5AW7326"            
##  [2992] "5D"                  "5D HB"               "5DOOR"              
##  [2995] "5 DOOR"              "5DR"                 "5 DR"               
##  [2998] "5D SEDAN 3"          "5D VENZA"            "5D XB SCION"        
##  [3001] "5D-XD"               "5FF0"                "5FNRL38646B4265"    
##  [3004] "5H"                  "5-HUND"              "5 HUNDRED"          
##  [3007] "5LG"                 "5LK 230"             "5LV250"             
##  [3010] "5 MINIVAN"           "5PP"                 "5RL"                
##  [3013] "5RS"                 "5RX"                 "5RX4"               
##  [3016] "5RX  SUV"            "5S"                  "5SERIES"            
##  [3019] "5 SERIES"            "5-SERIES"            "5 SERIES 4D"        
##  [3022] "5 SERIES 4S"         "5 SERIRS"            "5S-FIT"             
##  [3025] "5S FOCUS"            "5SP"                 "5S PT CRUS"         
##  [3028] "5S SPARK?"           "5 SUV"               "5  SUV"             
##  [3031] "5 SW"                "5   SW"              "5 SW/MV"            
##  [3034] "5T54"                "5TH AVE"             "5TH AVE 4S"         
##  [3037] "5U"                  "5 VAN"               "5 WAGON"            
##  [3040] "5X350"               "5X4"                 "6"                  
##  [3043] "6.0"                 "600"                 "6000"               
##  [3046] "600CBR"              "600CC"               "600F4"              
##  [3049] "600 F4"              "600 MC"              "600RR"              
##  [3052] "600 SERIES"          "600 TR"              "616"                
##  [3055] "620"                 "620T"                "625"                
##  [3058] "626"                 "62.6"                "626 4D"             
##  [3061] "626 4DR"             "626 4S"              "626LX"              
##  [3064] "626 LX"              "626 LX-VS"           "628I"               
##  [3067] "630I"                "635"                 "635 CSI"            
##  [3070] "635I"                "635X"                "635XI"              
##  [3073] "636"                 "636`"                "636 MC"             
##  [3076] "637S"                "637X"                "640"                
##  [3079] "640 CONV"            "640I"                "645"                
##  [3082] "645CI"               "645 CI"              "645CI (2D)"         
##  [3085] "645CI 2DR"           "645 CL"              "645 CONVERTABLE"    
##  [3088] "645CSI"              "645I"                "646CI"              
##  [3091] "6 4D"                "6 / 4D"              "6   4 DOOR"         
##  [3094] "6  - 4 DOOR"         "6 4 DOOR"            "6 4DR"              
##  [3097] "6  4DR"              "6   4DR"             "6 4DR SEDAN"        
##  [3100] "6 4S"                "6  4S"               "6    4S"            
##  [3103] "6 - 4S"              "6, 4S"               "650"                
##  [3106] "6500"                "6500 DUMP"           "650C1"              
##  [3109] "650CI"               "650 CONV"            "650GS"              
##  [3112] "650I"                "650 I"               "650I 2DR"           
##  [3115] "650I  4DR"           "650I CONV"           "650R"               
##  [3118] "651CI"               "659I"                "660"                
##  [3121] "6650"                "6700"                "675"                
##  [3124] "675CC SPORT"         "675 TRIPLE"          "676M795"            
##  [3127] "680"                 "690"                 "6AA8403"            
##  [3130] "6AC3955"             "6CF4100"             "6FJP65"             
##  [3133] "6FNY34"              "6  FOUR DOOR"        "6G 4S"              
##  [3136] "6S"                  "6S350"               "6 SEDAN"            
##  [3139] "6 SERIES"            "6SERIES CONV"        "6 V6"               
##  [3142] "6 WAGON"             "7"                   "70"                 
##  [3145] "700"                 "700 SERIES"          "70 LI"              
##  [3148] "724"                 "730"                 "7300 / DT466"       
##  [3151] "7300   TK"           "730I"                "735"                
##  [3154] "735I"                "735I 4S"             "735IL"              
##  [3157] "73944Z"              "740"                 "7401"               
##  [3160] "740 4D"              "740 4DR"             "740 4S"             
##  [3163] "740 4/S"             "740/4S"              "740GL"              
##  [3166] "740 GL"              "740GL 4S"            "740GLE"             
##  [3169] "740 GLE"             "740I"                "740 I"              
##  [3172] "740I 4S"             "740II"               "740IL"              
##  [3175] "7.40IL"              "740 IL"              "740IL 4DR"          
##  [3178] "740IL 4S"            "740L"                "740 L"              
##  [3181] "740LI"               "740 LI 4DR"          "740 STATION WGN"    
##  [3184] "740 TI"              "740TL"               "740 TURBO"          
##  [3187] "740 TURBO 4S"        "745"                 "745  4DR"           
##  [3190] "745I"                "745I 4D"             "745I 4S"            
##  [3193] "745LI"               "745 LI"              "745 LI -4S"         
##  [3196] "745LI 4S"            "746"                 "746I"               
##  [3199] "749GLE"              "74O"                 "74X"                
##  [3202] "75"                  "750"                 "7.50"               
##  [3205] "7500"                "7501"                "750 4S"             
##  [3208] "750I"                "750 I"               "750I 4D"            
##  [3211] "750I 4DR"            "750I 4S"             "750IL"              
##  [3214] "750IL 4DR"           "750K"                "750L"               
##  [3217] "750 L"               "750LI"               "750 LI"             
##  [3220] "750LI 4DR"           "750LI 4S"            "754LI"              
##  [3223] "7.5SL"               "75X"                 "760"                
##  [3226] "7600"                "7600 DUMP TK"        "7600 REAR LOADER"   
##  [3229] "760I"                "760IL"               "760LI"              
##  [3232] "760 LI"              "76500 TK"            "77S"                
##  [3235] "780I"                "790"                 "7957DA"             
##  [3238] "7AMN29"              "7AP8943"             "7L"                 
##  [3241] "7S"                  "7 SER"               "7 SERIES"           
##  [3244] "7SERRIES"            "7SX"                 "8"                  
##  [3247] "80"                  "800"                 "800-GOTJUNK TK"     
##  [3250] "807"                 "8.0CL"               "823I"               
##  [3253] "825"                 "825I"                "828"                
##  [3256] "83 X 12 DUMP"        "840"                 "840CI"              
##  [3259] "840 CI"              "845"                 "845CI"              
##  [3262] "848"                 "85"                  "850"                
##  [3265] "8500"                "850 4D"              "850 4S"             
##  [3268] "850CI"               "850GLT"              "850 GLT"            
##  [3271] "850I"                "850I CONV"           "850R"               
##  [3274] "850R 4S"             "850 SEDAN"           "850 SLT  4DR"       
##  [3277] "850 SW"              "850 S/W"             "850 WAGON"          
##  [3280] "85D"                 "86"                  "860"                
##  [3283] "870"                 "88"                  "880"                
##  [3286] "883 SPORTSTER"       "88 4D"               "88 4S"              
##  [3289] "88 LS"               "8AN3192"             "8BF3095"            
##  [3292] "8BG3241"             "8CH5788"             "8CZ7444"            
##  [3295] "8DVN05"              "9"                   "90"                 
##  [3298] "900"                 "9000"                "9000CSE"            
##  [3301] "9000 CSE"            "900 2D"              "900 2D CONV"        
##  [3304] "900RR"               "900S"                "900 S"              
##  [3307] "900S 4S"             "900SE"               "900 SE"             
##  [3310] "900 TURBO"           "900 TURBO  2S"       "905"                
##  [3313] "90S"                 "910"                 "911"                
##  [3316] "911 2DR"             "911  2DR CONV"       "911 CARRERA"        
##  [3319] "911 CARRERA 4"       "911 CARRERA S"       "911 CARRERRA"       
##  [3322] "911 STYLE GT"        "911TUR"              "911 TURBO S"        
##  [3325] "919 MC"              "9 2.0T"              "923I"               
##  [3328] "924S"                "928S"                "929"                
##  [3331] "929RR"               "92L603"              "92Q"                
##  [3334] "92X"                 "9-2X"                "93"                 
##  [3337] "9 3"                 "9  3"                "9-3"                
##  [3340] "9/3"                 "9.3"                 "93 2.0"             
##  [3343] "93  2.0T"            "93 (2.0T)"           "93-2.0T"            
##  [3346] "93 2.0T 4D"          "93 4D"               "93 4DR"             
##  [3349] "93  4DR"             "93 4S"               "93-4S"              
##  [3352] "93, 4SEDAN"          "935I"                "93A"                
##  [3355] "93 AERO"             "93 AERO 4S"          "93 CONV"            
##  [3358] "93 CONVERTABLE"      "93  CONVERTABLE"     "93 CONVERTIBLE"     
##  [3361] "93 CV"               "93S"                 "93 SW"              
##  [3364] "93T"                 "94"                  "940"                
##  [3367] "940GL"               "940 GL"              "940SE"              
##  [3370] "940SL"               "940 SW"              "944"                
##  [3373] "944S"                "95"                  "9-5"                
##  [3376] "9/5"                 "9.5"                 "950"                
##  [3379] "9.5  2.3T"           "95 2.3T"             "9 5 4DR"            
##  [3382] "95 4S"               "95AERO"              "9-5 AERO"           
##  [3385] "95 AERO"             "95B"                 "95 SEDAN"           
##  [3388] "95 STATION WAG"      "95 SW"               "960"                
##  [3391] "960 4D"              "960 SW"              "968"                
##  [3394] "97"                  "97X"                 "97X SUV"            
##  [3397] "97X  SUV"            "98"                  "980"                
##  [3400] "980 TS"              "99"                  "990"                
##  [3403] "9BY6899"             "9CD3256"             "9CN7995"            
##  [3406] "9OO SE"              "9S"                  "A"                  
##  [3409] "A2"                  "A225"                "A25"                
##  [3412] "A2B"                 "A3"                  "A3 4D"              
##  [3415] "A3 STATION WAG"      "A3 SW"               "A3 TDI"             
##  [3418] "A3 WAGON"            "A4"                  "A4 2.0"             
##  [3421] "A4 2.0T"             "A42 4S"              "A4 2.OT"            
##  [3424] "A4 4D"               "A4  4D"              "A4 4DOOR"           
##  [3427] "A4 - 4 DOOR"         "A4 4 DOOR"           "A4 4 DOORS"         
##  [3430] "A4 4DR"              "A4  4DR"             "A4- 4DR"            
##  [3433] "A4 4S"               "A4  4S"              "A4   (4S)"          
##  [3436] "A4 - 4S"             "A4A"                 "A4 CN"              
##  [3439] "A4 CONV"             "A4 CONVERT"          "A4 CONVERTIBLE"     
##  [3442] "A4 CV"               "A4  DR"              "A4Q"                
##  [3445] "A4 QUATTRO"          "A4 SEDAN"            "A4 SW"              
##  [3448] "A4 WAGON"            "A5"                  "A5 2D"              
##  [3451] "A5 2H"               "A5 2S"               "A5 4D"              
##  [3454] "A5 COUPE"            "A5 CV"               "A5L"                
##  [3457] "A5U"                 "A6"                  "A 6"                
##  [3460] "A6 27T"              "A6 2.7T"             "A6 4D"              
##  [3463] "A6 4-DOOR SEDAN"     "A6 4DR"              "A6  4DR"            
##  [3466] "A6   4DR"            "A6 - 4DR"            "A6 4 DR"            
##  [3469] "A6 4S"               "A6 - 4S"             "A6 STATOINWAGON"    
##  [3472] "A6 WAG."             "A6 WAGON"            "A7"                 
##  [3475] "A 7"                 "A7 3.0T 4D"          "A7 4D"              
##  [3478] "A7P"                 "A8"                  "A 8"                
##  [3481] "A84S"                "A8 4S"               "A8, 4S"             
##  [3484] "A8L"                 "A8 L"                "A8 SW"              
##  [3487] "AA4"                 "AACCENT"             "AACCORD"            
##  [3490] "AACORD"              "A ADIA"              "AAVEO"              
##  [3493] "AB1"                 "ABERTH"              "ABS"                
##  [3496] "AC"                  "AC70"                "AC90 SW"            
##  [3499] "ACACDIA"             "ACAD"                "ACADIA"             
##  [3502] "ACADIA`"             "ACADIA 4DR"          "ACADIA / 4DR"       
##  [3505] "ACADIA 4DSUV"        "ACADIA SLT"          "ACADIA SUV"         
##  [3508] "ACADIA - SUV"        "ACAIDA"              "ACAIDIA"            
##  [3511] "ACALON"              "ACASIA"              "ACC"                
##  [3514] "ACC0RD"              "ACC 2D"              "ACC 2S"             
##  [3517] "ACC  2S"             "ACC 4D"              "ACC 4S"             
##  [3520] "ACCCORD"             "ACC COUPE"           "ACC CP"             
##  [3523] "ACCD"                "ACCDENT"             "ACCE"               
##  [3526] "ACCEBT"              "ACCEL"               "ACCELL"             
##  [3529] "ACCEN"               "ACCENR"              "ACCENT"             
##  [3532] "ACCENT 2D"           "ACCENT 2DR"          "ACCENT 2S"          
##  [3535] "ACCENT - 2S"         "ACCENT 3D"           "ACCENT 3S"          
##  [3538] "ACCENT 4D"           "ACCENT - 4D"         "ACCENT 4DR"         
##  [3541] "ACCENT  4DR"         "ACCENT 4S"           "ACCENT - 4S"        
##  [3544] "ACCENT 5D HB"        "ACCENT GL"           "ACCENT GS"          
##  [3547] "ACCENT HATCHBAC"     "ACCENT HB"           "ACCERT"             
##  [3550] "ACCET"               "ACC EX 4D"           "ACCIRD"             
##  [3553] "ACCIRD 4DR"          "ACCLAIM"             "ACCLAIM 4S"         
##  [3556] "ACCO"                "ACCOD"               "ACCODR"             
##  [3559] "ACCOED"              "ACCOED 4S"           "ACCOERD"            
##  [3562] "ACCOORD"             "ACCOR"               "ACCORD"             
##  [3565] "ACCORD`"             "ACCORD 2D"           "ACCORD/2D"          
##  [3568] "ACCORD 2 DOOR"       "ACCORD 2DR"          "ACCORD  2DR"        
##  [3571] "ACCORD - 2DR"        "ACCORD 2DS"          "ACCORD - 2H"        
##  [3574] "ACCORD 2S"           "ACCORD - 2S"         "ACCORD/2S"          
##  [3577] "ACCORD/ 2S"          "ACCORD 4D"           "ACCORD  4D"         
##  [3580] "ACCORD - 4D"         "ACCORD 4DG"          "ACCORD 4 DOOR"      
##  [3583] "ACCORD 4DR"          "ACCORD  4DR"         "ACCORD / 4DR"       
##  [3586] "ACCORD 4 DR"         "ACCORD/ 4DR"         "ACCORD / 4DS"       
##  [3589] "ACCORD 4D SDN"       "ACCORD4S"            "ACCORD 4S"          
##  [3592] "ACCORD  4S"          "ACCORD - 4S"         "ACCORD / 4S"        
##  [3595] "ACCORD-4S"           "ACCORD, 4S"          "ACCORD/ 4S"         
##  [3598] "ACCORD 4SW"          "ACCORDA"             "ACCORDB"            
##  [3601] "ACCORD COUPE"        "ACCORD (COUPE)"      "ACCORD CP"          
##  [3604] "ACCORD/CROSS"        "ACCORD CROSSTOU"     "ACCORDD"            
##  [3607] "ACCORD DX"           "ACCORD E"            "ACCORD EX"          
##  [3610] "ACCORD EX 4D"        "ACCORDG"             "ACCORD LX"          
##  [3613] "ACCORD  LX"          "ACCORD LX 4D"        "ACCORD LX 4S"       
##  [3616] "ACCORDQ"             "ACCORD RD"           "ACCORD RS"          
##  [3619] "ACCORDRT"            "ACCORD SD"           "ACCORD SE"          
##  [3622] "ACCORD SI"           "ACCORD SPORT"        "ACCORD SW"          
##  [3625] "ACCORD S/W"          "ACCORD/SW"           "ACCORD   SX"        
##  [3628] "ACCORD TURBO"        "ACCORD V6"           "ACCORD V6 4S"       
##  [3631] "ACCORD WAGON"        "ACCORD  WAGON"       "ACCORE"             
##  [3634] "ACCORED"             "ACCORED 4D"          "ACCORF"             
##  [3637] "ACCORG"              "ACCORO"              "ACCORRD"            
##  [3640] "ACCORS"              "ACCORSD"             "ACCORS SPORT"       
##  [3643] "ACCOTD"              "ACCOURD"             "ACCPORD"            
##  [3646] "ACCPRD"              "ACCPRD 2DR"          "ACCPRD 4D"          
##  [3649] "ACCRD"               "ACCRD 4DR"           "ACCRD  4S"          
##  [3652] "ACCROD"              "ACCRORD"             "ACCRORD 4DR"        
##  [3655] "ACC SPORT"           "ACCUR"               "ACCURA"             
##  [3658] "ACDENT"              "ACENT"               "ACEO"               
##  [3661] "ACHIEEA"             "ACNT"                "ACO"                
##  [3664] "ACOD"                "ACODIA"              "ACOORD"             
##  [3667] "ACORD"               "ACORD 4D"            "ACORD  4DR"         
##  [3670] "ACORD - 4S"          "ACORDC"              "ACORRD"             
##  [3673] "ACRADIA"             "ACRDIA"              "ACRUA"              
##  [3676] "ACTIVE HYBRID 7"     "ACUR"                "ACURA"              
##  [3679] "ACURA 4S"            "ACURA TL"            "ADDORD"             
##  [3682] "ADR"                 "ADVEN"               "ADVENGER"           
##  [3685] "ADX"                 "ADYSSEY"             "AER"                
##  [3688] "AERID"               "AERIO"               "AERIO 4S"           
##  [3691] "AERIOSX"             "AERIO SX"            "AERO"               
##  [3694] "AERO 95"             "AERO CONVERTIBL"     "AEROSTA"            
##  [3697] "AEROSTAR"            "AEROSTAR VAN"        "AEROSTAR VN"        
##  [3700] "AERO SX"             "AESTRO"              "AG"                 
##  [3703] "AGAMISU"             "AGILITY"             "AGILITY 50 4T"      
##  [3706] "AH"                  "AIENA"               "AKERO"              
##  [3709] "AKTIMA"              "ALAN 5"              "ALANTRA"            
##  [3712] "ALANTRA 4D"          "ALATIMA"             "ALEARA"             
##  [3715] "ALERA"               "ALERO"               "ALERO 2DR"          
##  [3718] "ALERO 2S"            "ALERO 4D"            "ALERO 4S"           
##  [3721] "ALIMA"               "ALITAM"              "ALITIMA"            
##  [3724] "ALITMA"              "ALITMA 4S"           "ALLANTE"            
##  [3727] "ALLANTRA"            "ALLENTRA"            "ALLERO"             
##  [3730] "ALLROAD"             "ALL ROAD"            "ALLTIMA"            
##  [3733] "ALMANTI"             "ALMITA"              "ALMITA 4D"          
##  [3736] "ALPINA"              "ALPINA B7"           "ALPINA B7 4S"       
##  [3739] "ALRORA"              "ALRTIMA"             "ALT"                
##  [3742] "ALT`"                "ALT 2D"              "ALT 4D"             
##  [3745] "ALT 4S"              "ALTA"                "ALTAMA"             
##  [3748] "ALTI"                "ALTIA"               "ALTIIMA"            
##  [3751] "ALTIM"               "ALTIMA"              "ALTI MA"            
##  [3754] "ALTIMA`"             "ALTIMA 2.5"          "ALTIMA / 2.5S"      
##  [3757] "ALTIMA 2.5S"         "ALTIMA 2.5 S"        "ALTIMA 2.5 S 4D"    
##  [3760] "ALTIMA 2.5S 4D"      "ALTIMA 2.5S 4S"      "ALTIMA 2.5SL"       
##  [3763] "ALTIMA 2.5 SL"       "ALTIMA 2D"           "ALTIMA/2D"          
##  [3766] "ALTIMA (2DOOR)"      "ALTIMA 2DR"          "ALTIMA  2DR"        
##  [3769] "ALTIMA 2S"           "ALTIMA  2S"          "ALTIMA/2S"          
##  [3772] "ALTIMA 3.5SE"        "ALTIMA 3.5 SE"       "ALTIMA 3.5SE 2D"    
##  [3775] "ALTIMA 3.5SL"        "ALTIMA 3.5SV"        "ALTIMA 4D"          
##  [3778] "ALTIMA 4 DOOR"       "ALTIMA 4DR"          "ALTIMA  4DR"        
##  [3781] "ALTIMA/4DR"          "ALTIMA 4S"           "ALTIMA  4S"         
##  [3784] "ALTIMA - 4S"         "ALTIMA /4S"          "ALTIMA- 4S"         
##  [3787] "ALTIMA/ 4S"          "ALTIMAA"             "ALTIMA COUPE"       
##  [3790] "ALTIMA CP"           "ALTIMA GXE"          "ALTIMA LE"          
##  [3793] "ALTIMA S"            "ALTIMA SE"           "ALTIMASIL"          
##  [3796] "ALTIMA SL"           "ALTIMAT"             "ALTIMA X1/12"       
##  [3799] "ALTIMA Z5S"          "ALTIMDA"             "ALTIME"             
##  [3802] "ALTIMIA"             "ALTIMIA 4D"          "ALTIMMA"            
##  [3805] "ALTIMOA"             "ALTIMS"              "ALTINA"             
##  [3808] "ALTMA"               "ALTMA 4D"            "ALTMIA"             
##  [3811] "ALTMTIMA"            "ALT SE 3.5"          "ALTUMA"             
##  [3814] "ALU"                 "ALUMINUM"            "ALYIMA"             
##  [3817] "AM"                  "AMADA"               "AMANI"              
##  [3820] "AMANTI"              "AMANTI (4D)"         "AMANTI 4S"          
##  [3823] "AMBULANCE"           "AMD/4S"              "AMERICAN COACH"     
##  [3826] "AMG"                 "AMG 2D"              "AMG 4S"             
##  [3829] "AMG C63 2DR"         "AMG E55"             "AMG S63"            
##  [3832] "AMG S65 4S"          "AMIA"                "AMIGO"              
##  [3835] "AMOORE"              "AMRY"                "AN"                 
##  [3838] "ANTRA"               "AOTU"                "APR"                
##  [3841] "AQCCORD"             "AR"                  "ARADIA"             
##  [3844] "ARAGON"              "ARAMADA"             "ARCADA"             
##  [3847] "ARCADIA"             "ARDILLA"             "AREERA"             
##  [3850] "ARIES"               "ARM"                 "ARMA"               
##  [3853] "ARMADA"              "ARMADA 4D"           "ARMADAD"            
##  [3856] "ARMADA PLATINUM"     "ARMADA SUV"          "ARMADA TK"          
##  [3859] "ARMADS"              "ARMORED CAR"         "ARMORED TRUCK"      
##  [3862] "ARM TRUCK"           "ARRORA"              "ARUBA"              
##  [3865] "ARV"                 "AS"                  "AS3"                
##  [3868] "ASCENDED"            "ASCENDER"            "ASCENDER SUV"       
##  [3871] "ASCENDER/SUV"        "ASCENER"             "ASCENT"             
##  [3874] "ASEO"                "ASL"                 "ASP"                
##  [3877] "ASPEN"               "ASPEN SU"            "ASPEN SUV"          
##  [3880] "ASPEN TK"            "ASPIRE"              "ASRO"               
##  [3883] "ASRTO"               "ASRTO VAN"           "AST"                
##  [3886] "ASTIG"               "ASTO"                "ASTO VAN"           
##  [3889] "ASTRA"               "ASTRA 4S"            "ASTRA XR"           
##  [3892] "ASTRO"               "ASTRON VAN"          "ASTROVAN"           
##  [3895] "ASTRO VAN"           "ASTRO/VAN"           "ASTRO VN"           
##  [3898] "ASTRO WK VN"         "AT"                  "AT3"                
##  [3901] "AT5"                 "AT 5"                "ATENZA"             
##  [3904] "ATENZQ"              "ATERA"               "ATEVZA"             
##  [3907] "ATIMA"               "ATL"                 "ATLAS"              
##  [3910] "ATLIMA"              "ATM"                 "ATM50"              
##  [3913] "ATM50A"              "ATM 50A"             "ATS"                
##  [3916] "ATS 2.0T"            "ATS4"                "ATS4  4DR"          
##  [3919] "ATS 4D"              "ATS, 4DR"            "ATTIMA"             
##  [3922] "ATV"                 "AU"                  "AUDI"               
##  [3925] "AUORA"               "AUPA"                "AUR 4S"             
##  [3928] "AURA"                "AURA 4D"             "AURA 4DR"           
##  [3931] "AURA  4DR"           "AURA 4S"             "AURA XE"            
##  [3934] "AURA XE 4D"          "AURAXR"              "AURA XR"            
##  [3937] "AUROA"               "AURORA"              "AURORA 3.5"         
##  [3940] "AURORA 4S"           "AURO XE"             "AURURA"             
##  [3943] "AURY"                "AUTO"                "AUTO 4D"            
##  [3946] "AUTOCAR CONVEN"      "AUTOMOBILE"          "AV"                 
##  [3949] "AV4"                 "AV 4"                "AVA"                
##  [3952] "AVAALON"             "AVAKIB"              "AVAL"               
##  [3955] "AVALABCHE"           "AVALACHE"            "AVALAN"             
##  [3958] "AVALANCE"            "AVALANCH"            "AVALANCHE"          
##  [3961] "AVALANCHE PKTK"      "AVALANCHE PU"        "AVALANCHE TK"       
##  [3964] "AVALANCHE TR"        "AVALANC TK"          "AVALN"              
##  [3967] "AVALNCH"             "AVALNCHE"            "AVALO"              
##  [3970] "AVALOM"              "AVALON"              "AVALO N"            
##  [3973] "AVALON 4D"           "AVALON 4DR"          "AVALON 4S"          
##  [3976] "AVALON  4S"          "AVALON - 4S"         "AVALON, 4S"         
##  [3979] "AVALONE"             "AVALON HY"           "AVALON HYBRID"      
##  [3982] "AVALON SLX"          "AVALON XL"           "AVALON   XL"        
##  [3985] "AVALON XL 4D"        "AVALON XLE"          "AVALON XLS"         
##  [3988] "AVALON XLS 4D"       "AVALOR"              "AVAL TK"            
##  [3991] "AVANGER"             "AVANTE"              "AVANTE M16 GDI"     
##  [3994] "AVAOLON"             "AVAON"               "AVAON XL"           
##  [3997] "AVATOR"              "AVCO"                "AVE"                
##  [4000] "AVE0"                "AVEC"                "AVED"               
##  [4003] "AVED LS"             "AVED LT"             "AVELANCHE"          
##  [4006] "AVELO"               "AVEN"                "AVENDER"            
##  [4009] "AVENGE"              "AVENGER"             "AVENGER 4D"         
##  [4012] "AVENGER 4DR"         "AVENGER 4S"          "AVENGER - 4S"       
##  [4015] "AVENGER/ 4S"         "AVEO"                "AVEO 4D"            
##  [4018] "AVEO -4D"            "AVEO/4DR"            "AVEO 4H"            
##  [4021] "AVEO 4S"             "AVEO LS"             "AVEO LS 4S"         
##  [4024] "AVEO LS 5S"          "AVEO LT"             "AVEO LT 4D"         
##  [4027] "AVEO LT 4DR"         "AVERA"               "AVEREED"            
##  [4030] "AVERO"               "AVERSER"             "AVES"               
##  [4033] "AVG 4S"              "AVGR"                "AVIATOR"            
##  [4036] "AVIATOR SUV"         "AVIO"                "AVIOATOR"           
##  [4039] "AVIOLS"              "AVL"                 "AVLANCHE"           
##  [4042] "AVN 4D"              "AVO"                 "AVOL"               
##  [4045] "AVOLON"              "AVON"                "AWD"                
##  [4048] "AWD GS300"           "AWD RC 350"          "AXELA"              
##  [4051] "AXERA"               "AXIMA"               "AXIOM"              
##  [4054] "AXIOM SUV"           "AXIOM (SUV)"         "AXIOM TK"           
##  [4057] "AXIOM XS"            "AXION"               "AYRA"               
##  [4060] "AZCRA"               "AZEBA"               "AZERA"              
##  [4063] "AZERA 4D"            "AZERA 4S"            "AZERA - 4S"         
##  [4066] "AZERE"               "AZREA"               "AZTEC"              
##  [4069] "AZTECA"              "AZTEK"               "AZURA"              
##  [4072] "AZZURA"              "B07"                 "B200"               
##  [4075] "B2200"               "B2200  TK"           "B2300"              
##  [4078] "B2300 PU"            "B3000"               "B4000"              
##  [4081] "B4S"                 "B7"                  "B9"                 
##  [4084] "B9 TRIBECA"          "BACKUS"              "BAJA"               
##  [4087] "BAJA TK"             "BALAZER 2DR"         "BANSHEE 600"        
##  [4090] "BARBUS"              "BARWOOD"             "BARWOOD CAB"        
##  [4093] "BARWOOD CAP"         "BARWOOD TAXI"        "BARWOOD TAXI VA"    
##  [4096] "BAZER"               "BBC BOX TK"          "BEATLE"             
##  [4099] "BEATLES"             "BEATTLE"             "BEET"               
##  [4102] "BEETEL"              "BEETLE"              "BEETLE 2S"          
##  [4105] "BEETLE CN"           "BEETLE - CN"         "BEETLE CONV"        
##  [4108] "BEETLE CONVERTI"     "BEETLE GLS"          "BEETLE TURBO"       
##  [4111] "BEETLW"              "BEETTLE"             "BEING"              
##  [4114] "BEINGQ"              "BEL AIR"             "BENZ"               
##  [4117] "BENZ 300E"           "BENZ 430"            "BENZ 4DR"           
##  [4120] "BENZ 4MATIC"         "BERETTA"             "BERRETTA"           
##  [4123] "BERZ"                "BET"                 "BETA50"             
##  [4126] "BETTL"               "BETTLE"              "BETTLEGR"           
##  [4129] "BG"                  "BICYCLE"             "BIG"                
##  [4132] "BIG BUS"             "BIG HORN"            "BIG RIDE ON BUS"    
##  [4135] "BIG TRASH TK"        "BIG VAN"             "BIKE"               
##  [4138] "BINT"                "BIX TRUCK"           "BK 2DR"             
##  [4141] "BL"                  "BL2S"                "BL350"              
##  [4144] "BL450"               "BL 450 SUV"          "BL4S"               
##  [4147] "BLA"                 "BLACK"               "BLAS90"             
##  [4150] "BLASER"              "BLASER/2D"           "BLASTER"            
##  [4153] "BLAST MC"            "BLAVALON"            "BLAZ"               
##  [4156] "BLAZER"              "BLAZER 4D"           "BLAZER-4D"          
##  [4159] "BLAZER/FULLSI"       "BLAZER SM"           "BLAZER SUV"         
##  [4162] "BLAZER TK"           "BLAZERTRAIL 4D"      "BLAZOR"             
##  [4165] "BLAZZER"             "BLK"                 "BLK350"             
##  [4168] "BLT"                 "BLU"                 "BLUE"               
##  [4171] "BLUEFOCUS"           "BLUETEC"             "BLVAN"              
##  [4174] "BLZAER"              "BLZER"               "B MI350"            
##  [4177] "BMW"                 "BMW 328I"            "BMW 4S"             
##  [4180] "BMW 750I"            "BOC TK GVWR1230"     "BOC TRUCK"          
##  [4183] "BOIX TRUCK"          "BOK TK"              "BOLT"               
##  [4186] "BONDERVILLE"         "BONEVILLE"           "BONIVILL"           
##  [4189] "BONIVILLE"           "BONNEVILE"           "BONNEVILLE"         
##  [4192] "BONNEVILLE 4S"       "BONNEVLLE"           "BONNIVILLE"         
##  [4195] "BONNVILLE"           "BONNYVILLE"          "BONV"               
##  [4198] "BOOM TK"             "BOOM TMEC150"        "BOOM TRUCK"         
##  [4201] "BOOSTER"             "BOOXSTER"            "BORA"               
##  [4204] "BORREEGO"            "BORREGO"             "BORREGO EX"         
##  [4207] "BOULEVARD"           "BOX"                 "BOX 3500"           
##  [4210] "BOXED TRUCK"         "BOXER"               "BOX  GVW12300"      
##  [4213] "BOX GVW18000"        "BOX GVWR14300"       "BOX MOVE TRCK"      
##  [4216] "BOX RUCK"            "BOXSTER"             "BOXSTER CONV"       
##  [4219] "BOXSTER S"           "BOX/SW"              "BOXTER"             
##  [4222] "BOXTK"               "BOX TK"              "BOX TK  26K GVW"    
##  [4225] "BOX TK 3500"         "BOX TK E350"         "BOX TK GVW"         
##  [4228] "BOX TK GVW 1150"     "BOX TK GVW1200O"     "BOX TKGVW12300"     
##  [4231] "BOX TK GVW14000"     "BOX TK GVW14500"     "BOX TK GVW26000"    
##  [4234] "BOX TK NPR HD"       "BOX TKQ"             "BOX TL"             
##  [4237] "BOX TRAILER"         "BOX TRK"             "BOX / TRK"          
##  [4240] "BOX TRK 26K GVW"     "BOX TRK 33KGVW"      "BOX TRK  7KGVW"     
##  [4243] "BOXTRUCK"            "BOX TRUCK"           "BOX TRUCK 26K"      
##  [4246] "BOX TRUCK 2 AXL"     "BOX TRUCK 3500"      "BOX TRUCK-DS"       
##  [4249] "BOX TRUK"            "BOX TX"              "BOX UHAUL"          
##  [4252] "BOX VAN"             "BOX VN"              "BOX VN/CUTAWAY"     
##  [4255] "BR2"                 "BR2 2DR"             "BRABUS"             
##  [4258] "BRADAVA"             "BRAV"                "BRAVADA"            
##  [4261] "BRAVADA SUV"         "BRAVDA"              "BREAD TRUCK"        
##  [4264] "BREEZE"              "BREEZE 4D"           "BREEZE  4D"         
##  [4267] "BREVADA"             "BROIUGHAM"           "BRONCO"             
##  [4270] "BRONCO II"           "BRONCO SUV"          "BRONCP"             
##  [4273] "BROUGHAM"            "BRREZE"              "BRZ"                
##  [4276] "BR-Z"                "BRZ 2D"              "BRZ/ 2H"            
##  [4279] "BRZ 2S"              "BRZ 2S COUP"         "BRZ COUPE"          
##  [4282] "BS"                  "BSUV"                "BT"                 
##  [4285] "BTK"                 "BTL"                 "BTL/2D"             
##  [4288] "BTM 2H"              "BTS"                 "BU"                 
##  [4291] "BUA"                 "BUCHO"               "BUCKET"             
##  [4294] "BUCKET TK"           "BUCKET TRUCK"        "BUDDY"              
##  [4297] "BUDDY 50"            "BUDGET BOX TK"       "BUDGET BOX VAN"     
##  [4300] "BUDGETCARGO VAN"     "BUDGET RENTAL"       "BUG"                
##  [4303] "BUG 2S"              "BUG CONV"            "BUG CONVERTIBLE"    
##  [4306] "BUG TURBO"           "BUICK"               "BUS"                
##  [4309] "BUSINESS CLASS"      "BUS RIDE ON"         "BUS/RIDEON"         
##  [4312] "BUS SCHOOL"          "BX3"                 "BX TK"              
##  [4315] "BX TRK"              "BX TRUCK"            "BY"                 
##  [4318] "BYCICLE"             "C"                   "C0R0LLA"            
##  [4321] "C0R9OOA"             "C0ROLLA"             "C0UP"               
##  [4324] "C-10"                "C13"                 "C1500"              
##  [4327] "C1500 P/U"           "C20"                 "C200"               
##  [4330] "C 200"               "C220"                "C2230"              
##  [4333] "C230"                "C 230"               "C230 2DR"           
##  [4336] "C230 2S"             "C230 4D"             "C230 4DR"           
##  [4339] "C230  4DR"           "C230 4S"             "C230  4S"           
##  [4342] "C230, 4S"            "C230/ 4S"            "C230  HB"           
##  [4345] "C230KOMPRERSSOR"     "C230W"               "C238"               
##  [4348] "C24"                 "C240"                "C 240"              
##  [4351] "C240 4D"             "C240 - 4D"           "C240 4S"            
##  [4354] "C240 / 4S"           "C240 4/S"            "C249"               
##  [4357] "C25"                 "C250"                "C 250"              
##  [4360] "C2500"               "C250 - 2D"           "C250  2DR"          
##  [4363] "C250 2S"             "C250 4S"             "C250 - 4S"          
##  [4366] "C260"                "C280"                "C 280"              
##  [4369] "C280 4D"             "C280 4DR"            "C280  4DR"          
##  [4372] "C280 4S"             "C280 -4S"            "C280/4S"            
##  [4375] "C280S"               "C280 SEDAN"          "C2880"              
##  [4378] "C2A"                 "C2D"                 "C2LS"               
##  [4381] "+C 2S"               "C3"                  "C30"                
##  [4384] "C-30"                "C300"                "C 300"              
##  [4387] "C-300"               "C3000"               "C300 4D"            
##  [4390] "C300  4D"            "C300 (4D)"           "C300 4 DOOR"        
##  [4393] "C-300 4DR"           "C300 4DR"            "C300  4DR"          
##  [4396] "C300 4 DR"           "C 300 4 MATIC"       "C300 4S"            
##  [4399] "C300 SEDAN"          "C300W"               "C300W4"             
##  [4402] "C30 2D"              "C30 2DR"             "C30 T5"             
##  [4405] "C32"                 "C320"                "C 320"              
##  [4408] "C320 4DR"            "C 320 4S"            "C320 4S"            
##  [4411] "C320 - 4S"           "C320S"               "C320 SW"            
##  [4414] "C325"                "C32 AMG - 4S"        "C33 - 4S"           
##  [4417] "C350"                "C 350"               "C3500"              
##  [4420] "C350 (4D)"           "C350 4DR"            "C350  4DR"          
##  [4423] "C350 4S"             "C355"                "C356"               
##  [4426] "C36 AMG"             "C3OO"                "C4"                 
##  [4429] "C40"                 "C400"                "C400 4D"            
##  [4432] "C420"                "C43"                 "C430"               
##  [4435] "C450"                "C4500"               "C450 AMG"           
##  [4438] "C4E"                 "C50"                 "C500"               
##  [4441] "C 500  4S"           "C5300"               "C55"                
##  [4444] "C550"                "C5500"               "C5500 TOW TK"       
##  [4447] "C550 4D"             "C60"                 "C60-GVW33000"       
##  [4450] "C63"                 "C 63"                "C63 4S"             
##  [4453] "C63 AMG"             "C63 AMG 4D"          "C63S"               
##  [4456] "C6500"               "C6500 DS"            "C70"                
##  [4459] "C 70"                "C70  CN"             "C70 CONV"           
##  [4462] "C70 T5"              "C7500"               "C-7 SUV"            
##  [4465] "C80"                 "C83"                 "C85"                
##  [4468] "C8500"               "C90"                 "C90 2D"             
##  [4471] "CA"                  "CAAD10"              "CAAMRY"             
##  [4474] "CAB"                 "CAB CN"              "CAB/IMPALA"         
##  [4477] "CABOVER"             "CABRIA"              "CABRIE"             
##  [4480] "CABRIE CN"           "CABRIO"              "CABRIO 4D"          
##  [4483] "CABRIO CN"           "CABRIO  CN"          "CABRIO CONV"        
##  [4486] "CABRIOLET"           "CABRIOLET CONV"      "CAB/VAN"            
##  [4489] "CACILER"             "CACOMA"              "CADEAVOR"           
##  [4492] "CADENZA"             "CADI"                "CADILAC"            
##  [4495] "CADILLAC"            "CADWELL"             "CAHRGER"            
##  [4498] "CAL"                 "CAL 4S"              "CALALIER"           
##  [4501] "CALAVANT"            "CALAVLIER"           "CALBER"             
##  [4504] "CALIB"               "CALIBE"              "CALIBER"            
##  [4507] "CALIBER 4D"          "CALIBER 4H"          "CALIBER 4S"         
##  [4510] "CALIBER R/T"         "CALIBER SXT"         "CALIBERTR"          
##  [4513] "CALIBRE"             "CALIBRE SW"          "CALIBUR"            
##  [4516] "CALIBUR 4S"          "CALIER"              "CALIGER"            
##  [4519] "CALINUR"             "CALIPER"             "CALIVER"            
##  [4522] "CALVIER"             "CALVIN"              "CAM"                
##  [4525] "CAM 2D"              "CAM 2S"              "CAM 4D"             
##  [4528] "CAM 4S"              "CAM - 4S"            "CAMAERO"            
##  [4531] "CAMAORO"             "CAMAR"               "CAMARA"             
##  [4534] "CAMARI"              "CAMARO"              "CAMARO 2D"          
##  [4537] "CAMARO 2H"           "CAMARO 2S"           "CAMARO  2S"         
##  [4540] "CAMARO CN"           "CAMARO CONV"         "CAMARO CV"          
##  [4543] "CAMARO SS"           "CAMARO Z28"          "CAMARRO"            
##  [4546] "CAMARY"              "CAMARY 4 DOOR"       "CAMBRY"             
##  [4549] "CAMERA"              "CAMERO"              "CAMERO 2D"          
##  [4552] "CAMERO 2S"           "CAMERO 4S"           "CAMERO SS"          
##  [4555] "CAMERT LE"           "CAMERY"              "CAMERY 4D"          
##  [4558] "CAMERY 4S"           "CAMERY HYBRID"       "CAMEY"              
##  [4561] "CAM LE 4D"           "CAMM"                "CAMMARO"            
##  [4564] "CAMMRY"              "CAMNRY"              "CAMPRY"             
##  [4567] "CAMR"                "CAMRA"               "CAMRAY"             
##  [4570] "CAMRERY"             "CAMREY"              "CAMRH"              
##  [4573] "CAMRI"               "CAMRO"               "CAMRRY"             
##  [4576] "CAMRT"               "CAMRY"               "C AMRY"             
##  [4579] "CAMRY`"              "CAMRY 2S"            "CAMRY4D"            
##  [4582] "CAMRY 4D"            "CAMRY  4D"           "CAMRY   4D"         
##  [4585] "CAMRY / 4D"          "CAMRY-4D"            "CAMRY 4D LE"        
##  [4588] "CAMRY 4 DOOR"        "CAMRY 4-DOOR"        "CAMRY-4DOOR"        
##  [4591] "CAMRY 4DR"           "CAMRY  4DR"          "CAMRY / 4DR"        
##  [4594] "CAMRY 4 DR"          "CAMRY/4DR"           "CAMRY 4DS"          
##  [4597] "CAMRY 4D SE"         "CAMRY4S"             "CAMRY 4S"           
##  [4600] "CAMRY  4S"           "CAMRY - 4S"          "CAMRY /4S"          
##  [4603] "CAMRY 4-S"           "CAMRY-4S"            "CAMRY/4S"           
##  [4606] "CAMRY/ 4S"           "CAMRY 4S CAB"        "CAMRYASCCORD"       
##  [4609] "CAMRYB"              "CAMRY BARWOOD C"     "CAMRY CAB"          
##  [4612] "CAMRY (CAB)"         "CAMRY CE"            "CAMRY DX"           
##  [4615] "CAMRY HY"            "CAMRY HYBRID"        "CAMRY HYBRID 4D"    
##  [4618] "CAMRY LE"            "CAMRY / LE"          "CAMRY LE 4D"        
##  [4621] "CAMRY LE 4S"         "CAMRY LLE"           "CAMRY LS"           
##  [4624] "CAMRYQ"              "CAMRY SE"            "CAMRY SE 4D"        
##  [4627] "CAMRY SE 4S"         "CAMRY SOLARA"        "CAMRY SOLARIS"      
##  [4630] "CAMRY SW"            "CAMRY/SW"            "CAMRY TAXI"         
##  [4633] "CAMRY (TAXI)"        "CAMRY V6 XLE"        "CAMRY WAGON"        
##  [4636] "CAMRY XLE"           "CAMRY XLE 4D"        "CAMRY XLE 4S"       
##  [4639] "CAMRYY"              "CAM SE 4D"           "CAM SW"             
##  [4642] "CAMTRY"              "CAMTY"               "CAMY"               
##  [4645] "CAN"                 "CANARO"              "CANERY"             
##  [4648] "CANON"               "CANR 4S"             "CANRY"              
##  [4651] "CANYON"              "CANYON PKTK"         "CANYON PU"          
##  [4654] "CANYON P/U"          "CANYON STAR"         "CANYON TK"          
##  [4657] "CAOROLLA"            "CAP"                 "CAPITAL"            
##  [4660] "CAPITIVA"            "CAPRI"               "CAPRICE"            
##  [4663] "CAPRICE 4S"          "CAPRICE - 4S"        "CAPRICE CLASSIC"    
##  [4666] "CAPRICE SW"          "CAPRICE WAGON"       "CAPRIS"             
##  [4669] "CAPRISE"             "CAPT"                "CAPTIEA"            
##  [4672] "CAPTIVA"             "CAPTIVA 4D SUV"      "CAPTIVA SM SUV"     
##  [4675] "CAPTIVA SU"          "CAPTIVA SUV"         "CAPTIVE"            
##  [4678] "CAQMRY LE"           "CAR"                 "CAR 2 DOOR"         
##  [4681] "CAR  2DR"            "CAR 2S"              "CARA"               
##  [4684] "CARABAN"             "CARANAN"             "CARAQVAN"           
##  [4687] "CARAVA"              "CARAVAB"             "CARAVAN"            
##  [4690] "CARA VAN"            "CARAVA N"            "CARAVAN`"           
##  [4693] "CARAVANB"            "CARAVAN ES"          "CARAVAN LE"         
##  [4696] "CARAVAN MINIVAN"     "CARAVAN SE"          "CARAVAN SE VN"      
##  [4699] "CARAVAN SPORT"       "CARAVAN  SUV"        "CARAVAN SXT"        
##  [4702] "CARAVAN SXT VN"      "CARAVAN TAXI"        "CARAVAN VAN"        
##  [4705] "CARAVAN VN"          "CARAVAN  VN"         "CARAVN"             
##  [4708] "CARAWAN"             "CARERA"              "CARERRA"            
##  [4711] "CARERRA 4"           "CARERRA CN"          "CAREVAN"            
##  [4714] "CARGO"               "CARGOCOMMER VAN"     "CARGO E350"         
##  [4717] "CARGO TANK TK"       "CARGO TK"            "CARGO TRAILER"      
##  [4720] "CARGO TRK"           "CARGO TRUCK"         "CARGO VAN"          
##  [4723] "CARGO VAN EXPRE"     "CARGO WORK"          "CARIO"              
##  [4726] "CARIOLLA"            "CARIVAN"             "CARLO"              
##  [4729] "CARMRY"              "CARMY"               "CAROLA"             
##  [4732] "CAROLLA"             "CAROLLA LE"          "CAROLLA LE 4D"      
##  [4735] "CAROLLO"             "CAROLLOA"            "CAROLLS"            
##  [4738] "CAROLO"              "CAROOLA"             "CARRADO"            
##  [4741] "CARRARA"             "CARRAVAN"            "CARREA"             
##  [4744] "CARRERA"             "CARRERA4"            "CARRERA 4"          
##  [4747] "CARRERA4S"           "CARRERA 4S"          "CARRERA 911"        
##  [4750] "CARRERAB"            "CARRERA CN"          "CARRERA CONV"       
##  [4753] "CARRERA GTS"         "CARRERA S"           "CARRERA S CN"       
##  [4756] "CARRERRA"            "CARRIER"             "CARROLA"            
##  [4759] "CARROLL"             "CARROLLA"            "CARRVAN"            
##  [4762] "CARRYON TRAILER"     "CAR TRAILER"         "CARVAN"             
##  [4765] "CAR VN"              "CARY"                "CATERA"             
##  [4768] "CATERA 4S"           "CATERRA"             "CATIVA"             
##  [4771] "CAV"                 "CAV."                "CAV 2D"             
##  [4774] "CAV/2D"              "CAV  2DR"            "CAV 4D"             
##  [4777] "CAV 4S"              "CAVA"                "CAVAILER"           
##  [4780] "CAVAILIER"           "CAVALEIR"            "CAVALER"            
##  [4783] "CAVALERE"            "CAVALIEIR"           "CAVALIER"           
##  [4786] "CAVALIER 2DR"        "CAVALIER 2S"         "CAVALIER 4D"        
##  [4789] "CAVALIER 4DR"        "CAVALIER 4S"         "CAVALIER - 4S"      
##  [4792] "CAVALIERE"           "CAVALIER LS"         "CAVALIER LS 4S"     
##  [4795] "CAVALIERR"           "CAVALIER WAGON"      "CAVALIR"            
##  [4798] "CAVALLER"            "CAVALLER LS"         "CAVALLIER"          
##  [4801] "CAVALUER"            "CAVAR"               "CAVELER"            
##  [4804] "CAVELIER"            "CAVELIER 4DR"        "CAVERLER"           
##  [4807] "CAVI"                "CAVILAR"             "CAVILEER"           
##  [4810] "CAVILER"             "CAVILER 4S"          "CAVILIE"            
##  [4813] "CAVILIER"            "CAVILIIER"           "CAVILLER"           
##  [4816] "CAVLIER"             "CAV SS"              "CAY"                
##  [4819] "CAY 2S"              "CAY 4D SUV"          "CAYAN"              
##  [4822] "CAYANE"              "CAYANNE"             "CAYANNE S"          
##  [4825] "CAYAN S"             "CAYEENE"             "CAYEENE S"          
##  [4828] "CAYENE"              "CAYENNA S"           "CAYENNE"            
##  [4831] "CAYENNE GTS"         "CAYENNES"            "CAYENNE S"          
##  [4834] "CAYENNE  S"          "CAYENNE SUV"         "CAYENNE TURBO"      
##  [4837] "CAYENNE TURBO S"     "CAYMAN"              "CAYMAN 2S"          
##  [4840] "CAYMAN S"            "CAYMAN  S"           "CAYNON PICKUP"      
##  [4843] "CB"                  "CB1000"              "CB500"              
##  [4846] "CB600"               "CB750"               "CBA"                
##  [4849] "CBL"                 "CBP600F4I"           "CBR"                
##  [4852] "CBR100"              "CBR1000"             "CBR 1000"           
##  [4855] "CBR1000RR"           "CBR 1000RR"          "CBR250"             
##  [4858] "CBR 250"             "CBR300"              "CBR500"             
##  [4861] "CBR60"               "CBR600"              "CBR 600"            
##  [4864] "CBR 600 MC"          "CBR600R"             "CBR600RR"           
##  [4867] "CBR 600 RR"          "CBR954"              "CBRIO"              
##  [4870] "CBS"                 "CC"                  "CC 2.0"             
##  [4873] "CC  2.0T"            "CC 2.0T"             "CC 2.0 T"           
##  [4876] "CC/2.0T"             "CC 2.0T 4S"          "CC  2.OT"           
##  [4879] "CC 4D"               "CC   4D"             "CC 4DR"             
##  [4882] "CC   4DR"            "CC 4S"               "CC/4S"              
##  [4885] "CCI"                 "C CLASS"             "C-CLASS 4D"         
##  [4888] "CCORD"               "CCORD 4DR"           "CCOROLLA"           
##  [4891] "CCRV"                "CCS"                 "CC SPORT"           
##  [4894] "CD"                  "CD1"                 "CD-9"               
##  [4897] "CDI"                 "CDX550"              "CE"                 
##  [4900] "CE5500"              "CECILIA"             "CEICA"              
##  [4903] "CEL"                 "CELEBRITY"           "CELEBRITY CL"       
##  [4906] "CELECA"              "CELECA GT"           "CELECIA"            
##  [4909] "CELEICA"             "CELIA"               "CELICA"             
##  [4912] "CELICA 2D"           "CELICA 2H"           "CELICA 2HB"         
##  [4915] "CELICA 2S"           "CELICA - 2S"         "CELICA/2S"          
##  [4918] "CELICA 4S"           "CELICA CN"           "CELICA CNVRT"       
##  [4921] "CELICA GT"           "CELICA GTS"          "CELICA GT-S"        
##  [4924] "CELICA HB"           "CELICA ST"           "CELICIA"            
##  [4927] "CELICO"              "CELILCA"             "CELLICA"            
##  [4930] "CELUCA GT"           "CEMENT"              "CEMENT MIXER"       
##  [4933] "CEMENT MIXER TK"     "CEMENT TK"           "CEMENT TRUCK"       
##  [4936] "CENIA"               "CENTRA"              "CENTRE"             
##  [4939] "CENTRUY"             "CENTRY"              "CENTRY 4S"          
##  [4942] "CENTURION"           "CENTURY"             "CENTURY 4CD"        
##  [4945] "CENTURY 4D"          "CENTURY 4DR"         "CENTURY 4S"         
##  [4948] "CENTURY REGAL"       "CERACRUZ"            "CEROKEE"            
##  [4951] "CERROLA"             "CEV"                 "CEVILE"             
##  [4954] "CEVILLE"             "CEYENNE"             "CF70"               
##  [4957] "CFX"                 "CG"                  "CGARGER"            
##  [4960] "CGERROKEE"           "CGR"                 "CGS"                
##  [4963] "CH"                  "CH613"               "CHAEGER"            
##  [4966] "CHAGER"              "CHAL"                "CHALANGER"          
##  [4969] "CHALELGER"           "CHALENGER"           "CHALL"              
##  [4972] "CHALLANGE"           "CHALLANGER"          "CHALLENGE"          
##  [4975] "CHALLENGER"          "CHALLENGER 2D"       "CHALLENGER  2DR"    
##  [4978] "CHALLENGER 2S"       "CHALLENGER - 2S"     "CHALLENGER SRT"     
##  [4981] "CHALLENGER SRT8"     "CHALLENGR 2S"        "CHALLER"            
##  [4984] "CHALL RT"            "CHALNGR 2S"          "CHALRNGER"          
##  [4987] "CHAMPION"            "CHAR"                "CHARAKEE"           
##  [4990] "CHARDGER"            "CHARER"              "CHARG"              
##  [4993] "CHARGE"              "CHARGEER"            "CHARGER"            
##  [4996] "CHARGER`"            "CHARGER 4D"          "CHARGER 4DR"        
##  [4999] "CHARGER/ 4DR"        "CHARGER 4S"          "CHARGER  4S"        
##  [5002] "CHARGER - 4S"        "CHARGER-4S"          "CHARGER HATCH"      
##  [5005] "CHARGERR"            "CHARGER RT"          "CHARGER R/T"        
##  [5008] "CHARGERS"            "CHARGER SRT"         "CHARGER - SRT"      
##  [5011] "CHARGER SRT8"        "CHARGER SRT-8"       "CHARGER SW"         
##  [5014] "CHARGER SXT"         "CHARGER V4D"         "CHARGER X/15"       
##  [5017] "CHARGES"             "CHARIOT VAN"         "CHAROKE"            
##  [5020] "CHAROKEE"            "CHARRGER"            "CHARTER"            
##  [5023] "CHE"                 "CHEARGER"            "CHEER"              
##  [5026] "CHEERKOIEE"          "CHEEROKE"            "CHEEROKEE"          
##  [5029] "CHEKEE"              "CHEOKEE"             "CHEORKEE"           
##  [5032] "CHER"                "CHER 4D"             "CHER  4X4"          
##  [5035] "CHERCKEE"            "CHEREKEE"            "CHEREOKEE"          
##  [5038] "CHERK"               "CHERKEE"             "CHERKOKEE"          
##  [5041] "CHER. LAREDO"        "CHERO"               "CHEROEE"            
##  [5044] "CHEROHEE"            "CHEROK"              "CHEROKE"            
##  [5047] "CHEROKEE"            "CHEROKEE  4.0L"      "CHEROKEE 4D"        
##  [5050] "CHEROKEE 4DR"        "CHEROKEE CHIEF"      "CHEROKEE CUST4X"    
##  [5053] "CHEROKEE LAREDO"     "CHEROKEEQ"           "CHEROKEE SPORT"     
##  [5056] "CHEROKEE SRT"        "CHEROKEE SRT8"       "CHEROKEE SUV"       
##  [5059] "CHEROKEE  SUV"       "CHEROKEE TK"         "CHEROKIE"           
##  [5062] "CHEROKIEE"           "CHEROKKE"            "CHEROKKE SRT"       
##  [5065] "CHEROKY"             "CHEROLEE"            "CHEROOKE"           
##  [5068] "CHEROOKEE"           "CHERPKEE"            "CHERR"              
##  [5071] "CHERREKEE"           "CHERROK"             "CHERROKE"           
##  [5074] "CHERROKEE"           "CHERROKKE"           "CHER SPORT"         
##  [5077] "CHER SUV"            "CHER TK"             "CHESAPEAKE"         
##  [5080] "CHESEPEAKE"          "CHESPEAKE"           "CHEV"               
##  [5083] "CHEVE"               "CHEVELLE"            "CHEVETTE"           
##  [5086] "CHEVORLET"           "CHEVROLET"           "CHEVTK"             
##  [5089] "CHEVY"               "CHEYENNE"            "CHEYENNE S"         
##  [5092] "CHF50 SCOOTER"       "CHG"                 "CHG 4D"             
##  [5095] "CHG 4S"              "CHHEROKEE"           "CHIPPER"            
##  [5098] "CHK"                 "CHKE"                "CHLENGER"           
##  [5101] "CH LIMITED"          "CHR"                 "C-HR"               
##  [5104] "C-HR 2S"             "CHR300"              "CHRAGER"            
##  [5107] "CHRE"                "CHREKEE"             "CHREROKEE"          
##  [5110] "CHRG"                "CHRGER"              "CHROKEE"            
##  [5113] "CHRY"                "CHRYS"               "CHRYSLER"           
##  [5116] "CHRYSLER PT"         "CHRYSTLER"           "CHS"                
##  [5119] "CHS (4D)"            "CHURCH VAN"          "CHYENNE"            
##  [5122] "CI"                  "C I"                 "CIARUS"             
##  [5125] "CIC"                 "CICIC"               "CICIC 4S"           
##  [5128] "CICIV"               "CICV"                "CIENNA"             
##  [5131] "CIERA"               "CIIC"                "CIICIC"             
##  [5134] "CIIVIC"              "CINV"                "CION"               
##  [5137] "CIR"                 "CIRIKKA"             "CIROLLA"            
##  [5140] "CIRR"                "CIRRUS"              "CIRRUS 4D"          
##  [5143] "CIRRUS - 4S"         "CIRRUS LX"           "CIRRUS LXI"         
##  [5146] "CIRUS"               "CITADEL"             "CITY EXEPRESS"      
##  [5149] "CITY EXPRESS"        "CIV"                 "CIV 2D"             
##  [5152] "CIV 2H"              "CIV 2S"              "CIV4D"              
##  [5155] "CIV 4D"              "CIV 4D HY"           "CIV 4S"             
##  [5158] "CIVC"                "CIVC 2S"             "CIVCI"              
##  [5161] "CIVEC"               "CIVI"                "CIVIC"              
##  [5164] "CI VIC"              "CIVI C"              "CIVIC 2"            
##  [5167] "CIVIC 2D"            "CIVIC  2D"           "CIVIC/2D"           
##  [5170] "CIVIC 2 DOOR"        "CIVIC 2-DOOR"        "CIVIC- 2 DOOR"      
##  [5173] "CIVIC 2DR"           "CIVIC  2DR"          "CIVIC/2DR"          
##  [5176] "CIVIC 2H"            "CIVIC - 2H"          "CIVIC (2H)"         
##  [5179] "CIVIC 2S"            "CIVIC  2S"           "CIVIC - 2S"         
##  [5182] "CIVIC 2 S"           "CIVIC-2S"            "CIVIC/2S"           
##  [5185] "CIVIC 2SQ"           "CIVIC 3 RD"          "CIVIC 3S"           
##  [5188] "CIVIC4"              "CIVIC 4D"            "CIVIC  4D"          
##  [5191] "CIVIC 4 DOOR"        "CIVIC 4-DOOR"        "CIVIC, 4 DOOR"      
##  [5194] "CIVIC4DR"            "CIVIC 4DR"           "CIVIC  4DR"         
##  [5197] "CIVIC   4DR"         "CIVIC 4H"            "CIVIC 4 OOR"        
##  [5200] "CIVIC 4S"            "CIVIC  4S"           "CIVIC   4S"         
##  [5203] "CIVIC -4S"           "CIVIC - 4S"          "CIVIC/ 4S"          
##  [5206] "CIVIC4 S"            "CIVIC  4SR"          "CIVICC"             
##  [5209] "CIVIC COUPE"         "CIVIC CP"            "CIVIC CX"           
##  [5212] "CIVIC DEL SOL"       "CIVIC DEL SOL 2"     "CIVIC DELSOL 2D"    
##  [5215] "CIVIC DX"            "CIVIC DX 2DR"        "CIVIC DX 2S"        
##  [5218] "CIVIC DX 4S"         "CIVICE"              "CIVIC EX"           
##  [5221] "CIVIC  EX"           "CIVIC EX 2D"         "CIVIC EX 2S"        
##  [5224] "CIVIC EX 4D"         "CIVIC EX 4S"         "CIVICG"             
##  [5227] "CIVIC HASHBACK"      "CIVIC HATCH"         "CIVIC (HATCH)"      
##  [5230] "CIVIC - HATCHBA"     "CIVIC HATCHBACK"     "CIVIC HB"           
##  [5233] "CIVIC  HB"           "CIVIC HTBACK"        "CIVIC HY"           
##  [5236] "CIVIC HYBRID"        "CIVIC LX"            "CIVIC   LX"         
##  [5239] "CIVIC LX 4D"         "CIVIC LX 4S"         "CIVICQ"             
##  [5242] "CIVIC R"             "CIVIC SI"            "CIVIC / SI 2DR"     
##  [5245] "CIVIC SI 2S"         "CIVIC SI 4S"         "CIVIC SI  HB"       
##  [5248] "CIVIC SIR"           "CIVIC VTEC 2D"       "CIVID"              
##  [5251] "CIVIIC"              "CIVIL"               "CIVIN"              
##  [5254] "CIVIS"               "CIVIS 2S"            "CIVIV"              
##  [5257] "CIVIV 4D"            "CIVIV 4DR"           "CIVIV  4DR"         
##  [5260] "CIVIV 4S"            "CIVIX"               "CIV LX 4D"          
##  [5263] "CIVOC"               "CIV SW"              "CIVUC"              
##  [5266] "CJ"                  "CJ5"                 "CJ550"              
##  [5269] "CJ7"                 "CJ 7"                "CK1500"             
##  [5272] "C/K 1500"            "CKEE"                "CKS500"             
##  [5275] "CL"                  "CL175"               "CL2"                
##  [5278] "CL2.2"               "CL240"               "CL250"              
##  [5281] "CL 250"              "CL 2D"               "CL 2S"              
##  [5284] "CL300"               "CL 3.2"              "CL320"              
##  [5287] "CL 430"              "CL450"               "CL 450"             
##  [5290] "CL450 SUV"           "CL5"                 "CL500"              
##  [5293] "CL 500"              "CL500 2S"            "CL55"               
##  [5296] "CL550"               "CL 550"              "CL550 4D"           
##  [5299] "CL555D"              "CL563"               "CL600"              
##  [5302] "CL63"                "CL 65"               "CL65 AMG"           
##  [5305] "CL8"                 "CLA"                 "CLA250"             
##  [5308] "CLA 250"             "CLA250 4D"           "CLA250 4DR"         
##  [5311] "CLA 250 4S"          "CLA250C"             "CLA330"             
##  [5314] "CLA350"              "CLA 350"             "CLA45"              
##  [5317] "CLA 45"              "CLA 45 AMG"          "CLA5"               
##  [5320] "CLA650"              "CLASS 500"           "CLASSI"             
##  [5323] "CLASSIC"             "CLASSIC 4D"          "CLC250"             
##  [5326] "CLE"                 "CLE350"              "CLI"                
##  [5329] "CLK"                 "CLK1323"             "CLK200"             
##  [5332] "CLK230"              "CLK 230"             "CLK240"             
##  [5335] "CLK 240"             "CLK250"              "CLK280"             
##  [5338] "CLK280 4D"           "CLK300"              "CLK 300"            
##  [5341] "CLK320"              "CLK 320"             "CLK320 2D"          
##  [5344] "CLK320 2DR"          "CLK 320 2S"          "CLK320 2S"          
##  [5347] "CLK320 4DR"          "CLK320 4S"           "CLK320 COV"         
##  [5350] "CLK3288"             "CLK330"              "CLK350"             
##  [5353] "CLK 350"             "CLK3500"             "CLK 350 CN"         
##  [5356] "CLK350 CN"           "CLK350 CONV"         "CLK420"             
##  [5359] "CLK430"              "CLK 430"             "CLK 430 2DR"        
##  [5362] "CLK 430 2S"          "CLK430 - 2S"         "CLK430 4DR"         
##  [5365] "CLK 430 CN"          "CLK500"              "CLK 500"            
##  [5368] "CLK500 2D"           "CLK500 CN"           "CLK 500 CONV"       
##  [5371] "CLK500 CONV"         "CLK55"               "CLK 55"             
##  [5374] "CLK550"              "CLK 550"             "CLK550 2S"          
##  [5377] "CLK55 2D"            "CLK 55  2S"          "CLK63"              
##  [5380] "CLK 63"              "CLM 500"             "CLORADO"            
##  [5383] "CLS"                 "CL-S"                "CLS300"             
##  [5386] "CLS 300"             "CLS350"              "CLS400"             
##  [5389] "CLS50"               "CLS500"              "CLS 500"            
##  [5392] "CLS500 4S"           "CLS500C"             "CLS53"              
##  [5395] "CLS530"              "CLS 530"             "CLS55"              
##  [5398] "CLS550"              "CLS 550"             "CLS 550 2S"         
##  [5401] "CLS550 4D"           "CLS550  4DR"         "CLS 550 4S"         
##  [5404] "CLS550 4S"           "CLS550  4S"          "CLS550 AMG"         
##  [5407] "CLS63"               "CLS 63"              "CLS 63 AMG"         
##  [5410] "CLS 63 AMG 4S"       "CLT"                 "CLUBMAN"            
##  [5413] "CLUBMAN COOPER"      "CLUBMAN SUV 4S"      "CLUBWAGON"          
##  [5416] "CLUB WAGON"          "CLUB-WAGON"          "CLUB WAGON VN"      
##  [5419] "CLUB WAGON XLT"      "CLUEWAGON"           "CLX"                
##  [5422] "CLX280 4D"           "CLX320"              "CM"                 
##  [5425] "CMA"                 "CMARY"               "CMARY 4S"           
##  [5428] "CMASTOUR"            "CMAX"                "C MAX"              
##  [5431] "C-MAX"               "CMAX 4D"             "CMAX 4H"            
##  [5434] "C-MAX  4HB"          "CMAX HBYRID"         "CMAX SEL HYBRID"    
##  [5437] "CMAXX"               "C-MAXX"              "CMERY"              
##  [5440] "CMRY"                "CN"                  "CN 128I"            
##  [5443] "CN 2.0T"             "CN 2D"               "CN- 2D"             
##  [5446] "CN 2DR"              "CN 2DR CROSSFIR"     "CN 2DR MUSTANG"     
##  [5449] "CN 2DR THUNDERB"     "CN 323"              "CN/325"             
##  [5452] "CN 325CI"            "CN 325 CI"           "CN 328I"            
##  [5455] "CN/328I"             "CN/330"              "CN 330CI"           
##  [5458] "CN / 330CI"          "CN 911 CARRERA"      "CN  9 3"            
##  [5461] "CNA"                 "CN/A4"               "CN A5"              
##  [5464] "CN BOXSTER S"        "CN/CARRERA"          "CN CELICA"          
##  [5467] "CN CLK320"           "CN CLK 320"          "CN/CLK320"          
##  [5470] "CN-CLK350"           "CN CLK500"           "CN CONVERT"         
##  [5473] "CN CORVETTE"         "CN CROSSFIRE"        "CN ECLIPSE"         
##  [5476] "CN/EOS"              "CN G37S"             "CN M3"              
##  [5479] "CN/M3"               "CN MUSTANG"          "CN/MUSTANG"         
##  [5482] "CN MUSTANG SALE"     "CN MX5"              "CN S5"              
##  [5485] "CN SEBRING"          "CN / SEBRING"        "CN SLK350"          
##  [5488] "CN SOLARA"           "CN / SOLARA"         "CN-SOLARA"          
##  [5491] "CNV"                 "CNV BUG"             "CNVTBL"             
##  [5494] "CNZ3"                "CN Z4"               "CO"                 
##  [5497] "COA"                 "COA 4A"              "COA 4S"             
##  [5500] "COA 5S"              "COAOLLA"             "COB"                
##  [5503] "COBALS"              "COBALT"              "COBALT 2D"          
##  [5506] "COBALT - 2D"         "COBALT 2DR"          "COBALT 2S"          
##  [5509] "COBALT  2S"          "COBALT 4D"           "COBALT 4DR"         
##  [5512] "COBALT  4DR"         "COBALT 4S"           "COBALT - 4S"        
##  [5515] "COBALT-4S"           "COBALT LE"           "COBALT LS"          
##  [5518] "COBALT LS 4S"        "COBALT LT"           "COBALTS"            
##  [5521] "COBALT SS"           "COBLAT"              "COBLT"              
##  [5524] "COBOL"               "COBOLT"              "COBRA"              
##  [5527] "COBULT"              "COCORD"              "COL"                
##  [5530] "COLALT"              "COLBALT"             "COLBALT 2S"         
##  [5533] "COLBALT LS"          "COLBALT LT"          "COLBAT"             
##  [5536] "COLBOLT"             "COLBOT"              "COLIBER"            
##  [5539] "COLO"                "COLOLLA"             "COLORAD"            
##  [5542] "COLORAD0"            "COLORADE"            "COLORADO"           
##  [5545] "COLORADO LS"         "COLORADO LT"         "COLORADO LT TK"     
##  [5548] "COLORADO PKTK"       "COLORADO PU"         "COLORADO P/U"       
##  [5551] "COLORADO PU TRI"     "COLORADO TK"         "COLORADO - TK"      
##  [5554] "COLORADO / TK"       "COLORAO"             "COLORDO"            
##  [5557] "COLORODO"            "COLRADO"             "COLROLLA"           
##  [5560] "COLT"                "COM"                 "COMANDER"           
##  [5563] "COMARO"              "(COMCAST)"           "COMCAST CARGO"      
##  [5566] "COMERO"              "COMMANDER"           "COMMANDER TK"       
##  [5569] "COMMANER"            "COMMANFER"           "COMMERCIAL TK"      
##  [5572] "COMM TRACTOR"        "COMM VAN"            "COMP"               
##  [5575] "COMPACT"             "COMPAS"              "COMPASS"            
##  [5578] "COMPASS SUV"         "COMPASS SW"          "COMPASS TK"         
##  [5581] "COMPRESSOR"          "COMPRISE"            "COMPUS"             
##  [5584] "CON"                 "CONATA"              "CONC"               
##  [5587] "CONCORD"             "CONCORD 4D"          "CONCORDE"           
##  [5590] "CONCORDE 4DR"        "CONCORDE 4S"         "CONCORDE - 4S"      
##  [5593] "CONCORDE LIMITE"     "CONCORDE LT"         "CONCORDE LX"        
##  [5596] "CONCORDE LX 4S"      "CONCORDE LXI"        "CONCORDER"          
##  [5599] "CONCORDIA"           "CONCORD LX 4S"       "CONCORD LXI"        
##  [5602] "CONCORD LXI 4S"      "CONCORE"             "CONCORS"            
##  [5605] "CONCRETE TK"         "CONGRESSIONAL"       "CONN"               
##  [5608] "CONNECT"             "CONQUEST TSI"        "CONT"               
##  [5611] "CONT 4S"             "CONTANDER"           "CONTENENTAL"        
##  [5614] "CONTENTEAL"          "CONTI"               "CONTINENNTAL"       
##  [5617] "CONTINENTA"          "CONTINENTAL"         "CONTINENTAL 4DR"    
##  [5620] "CONTINENTAL 4S"      "CONTINENTAL GT"      "CONTINENTIAL"       
##  [5623] "CONTINENTIAL-4S"     "CONTINETAL"          "CONTINETNAL"        
##  [5626] "CONTINL 4S"          "CONTINTENTAL"        "CONTINTIAL"         
##  [5629] "CONTOR"              "CONTOUR"             "CONTOUR 2DR"        
##  [5632] "CONTOUR 4D"          "CONTOUR 4DR"         "CONTOUR 4S"         
##  [5635] "CONTOUR LX 4S"       "CONTOUR ZX2"         "CONTURE"            
##  [5638] "CONV"                "CONV."               "CONV 128I"          
##  [5641] "CONV 2D"             "CONV 2S"             "CONV 328I"          
##  [5644] "CONV  93"            "CONV / 9.3"          "CONV BOXTER"        
##  [5647] "CONV CABRIO"         "CONV COBRA"          "CONV E350"          
##  [5650] "CONV ECLIPSE"        "CONVEN"              "CONVENTI"           
##  [5653] "CONVENTION"          "CONVENTIONAL"        "CONVER"             
##  [5656] "CONVERSION"          "CONVERSION VN"       "CONVERSON VAN"      
##  [5659] "CONVERT"             "CONVERT."            "CONVERT 2 DOOR"     
##  [5662] "CONVERTABLE"         "CONVERTI"            "CONVERTIBLE"        
##  [5665] "CONVERTIBLE 93"      "CONVERTIBLE ECL"     "CONVERTIBLE Z4"     
##  [5668] "CONVET"              "CONVETABLE"          "CONVETRABLE"        
##  [5671] "CONVMSDEC8"          "CONV MSDE C8"        "CONV-MSDE-C-8"      
##  [5674] "CONV-S2000"          "CONVT"               "CONVTBLE"           
##  [5677] "CONV TURBO S"        "CONV VAN"            "CONV VAN 3/4"       
##  [5680] "CONV - Z3"           "COO"                 "COOKIE"             
##  [5683] "COOLLA"              "COOOPER"             "COOP"               
##  [5686] "COOP 4H"             "COOPER"              "COOPER 2"           
##  [5689] "COOPER 2D"           "COOPER 2 DOOR"       "COOPER 2DR"         
##  [5692] "COOPER 2H"           "COOPER 2S"           "COOPER - 2S"        
##  [5695] "COOPER3"             "COOPER 3"            "COOPER 4DR"         
##  [5698] "COOPER 4H"           "COOPER 4S"           "COOPER CLUB"        
##  [5701] "COOPER CLUBM"        "COOPER CONV"         "COOPERS"            
##  [5704] "COOPER S"            "COOPER   S"          "COOPER -S"          
##  [5707] "COOPER-S"            "COOPER S 2 DOOR"     "COOPER S 2DR"       
##  [5710] "COOPERS 2S"          "COOPER SW"           "COOPR"              
##  [5713] "COOP S"              "COORO"               "COOROLLA"           
##  [5716] "COPER"               "COPPER"              "COPPER S"           
##  [5719] "COR"                 "COR 4D"              "COR 4D LE"          
##  [5722] "COR 4S"              "CORAL"               "CORALLA"            
##  [5725] "CORALO"              "CORCOLLA"            "CORELLA"            
##  [5728] "COREVETTE"           "CORILLA"             "CORIOLLA"           
##  [5731] "CORISCA"             "CORL"                "CORLLA"             
##  [5734] "CORLLIA"             "CORLLLA"             "CORLLOA"            
##  [5737] "CORO"                "COROALLA"            "COROILA"            
##  [5740] "COROILLA"            "COROL"               "COROLA"             
##  [5743] "COROLA 4D"           "COROLA 4DR"          "COROLA  4S"         
##  [5746] "COROLAA"             "COROLL"              "COROLLA"            
##  [5749] "COR OLLA"            "COROLLA`"            "COROLLA 2S"         
##  [5752] "COROLLA 4D"          "COROLLA  4D"         "COROLLA 4D CAB"     
##  [5755] "COROLLA 4DR"         "COROLLA  4DR"        "COROLLA / 4DR"      
##  [5758] "COROLLA 4 DR"        "COROLLA, 4DR"        "COROLLA/ 4DR"       
##  [5761] "COROLLA 4D S"        "COROLLA 4D SDN"      "COROLLA 4H"         
##  [5764] "COROLLA4S"           "COROLLA 4S"          "COROLLA  4S"        
##  [5767] "COROLLA - 4S"        "COROLLA / 4S"        "COROLLA-4S"         
##  [5770] "COROLLA/4S"          "COROLLA 4S S"        "COROLLAA"           
##  [5773] "COROLLA CE"          "COROLLA CE 4D"       "COROLLA CE 4S"      
##  [5776] "COROLLA DX"          "COROLLA LE"          "COROLLA  LE"        
##  [5779] "COROLLA LE 4D"       "COROLLA LE 4S"       "COROLLA LS"         
##  [5782] "COROLLAO/"           "COROLLA RENTAL"      "COROLLAS"           
##  [5785] "COROLLA S"           "COROLLA S 4D"        "COROLLA S 4S"       
##  [5788] "COROLLA SW"          "COROLLA TYPE S"      "COROLLA XRS"        
##  [5791] "COROLLCE"            "COROLLIA"            "COROLLL"            
##  [5794] "COROLLLA"            "COROLLO"             "COROLLOA"           
##  [5797] "COROLLQ"             "COROLLS"             "COROLLW"            
##  [5800] "COROLOA"             "CORONA"              "COROOLA"            
##  [5803] "COROOLA, 4S"         "COROOLLA"            "CORORLLA"           
##  [5806] "CORR"                "CORRADA"             "CORRALLA"           
##  [5809] "CORRALLO"            "CORRILA"             "CORRLLA"            
##  [5812] "CORROL"              "CORROLA"             "CORROLA 4DR"        
##  [5815] "CORROLA  4DR"        "CORROLA 4S"          "CORROLA S"          
##  [5818] "CORROLLA"            "CORROLLA LE"         "CORROLLAS"          
##  [5821] "CORSICA"             "CORT LX"             "CORV"               
##  [5824] "CORV 2S"             "CORVAIR"             "CORVET"             
##  [5827] "CORVETT"             "CORVETTE"            "CORVETTE 2H"        
##  [5830] "CORVETTE 2S"         "CORVETTE  2S"        "CORVETTE CN"        
##  [5833] "CORVETTER"           "CORVETTE Z06"        "CORVETTTE"          
##  [5836] "COSILROLLA"          "COTNOUR"             "COTOLLA"            
##  [5839] "COUG"                "COUGAR"              "COUGAR 2S"          
##  [5842] "COUGAR XA7"          "COUGAR XR7"          "COUGER"             
##  [5845] "COUNTOUR"            "COUNTOUR LX"         "COUNTRY"            
##  [5848] "COUNTRY LWB"         "COUNTRYMAN"          "COUNTRY MAN"        
##  [5851] "COUNTY SALT TK"      "COUNTY TK"           "COUNTY VEH"         
##  [5854] "COUP"                "COUPE"               "COUPE 2 DR"         
##  [5857] "COUPE DEVILLE"       "COURGAR XR7"         "COUTRYMAN"          
##  [5860] "COV"                 "COV 2DR"             "COVERT"             
##  [5863] "COVERTIBLE"          "COVINGTON"           "COVT"               
##  [5866] "COWN VIC"            "CP"                  "CP 2DR"             
##  [5869] "CP 2DR C70"          "CP 2S ACC"           "CP , 2S, LEGEND"    
##  [5872] "CP 350Z"             "CP 4DR SND"          "CP CIVIC"           
##  [5875] "CPE"                 "CP MUSTANG GT"       "CPRICE"             
##  [5878] "CPROLLA"             "CP SOLARA"           "CQUESTOUR"          
##  [5881] "CR"                  "CR4"                 "CR-4"               
##  [5884] "CR6"                 "CR7"                 "CR 85R"             
##  [5887] "CRAIN"               "CRAINBROOK"          "CRAND CHEROKEE"     
##  [5890] "CRANE"               "CRANE TRUCK"         "CRARGER"            
##  [5893] "CRAV"                "CRAVAN"              "CRB"                
##  [5896] "CRC"                 "CR CHER"             "CRD"                
##  [5899] "CRESIDA"             "CRESSIDA"            "CRESTA"             
##  [5902] "CREW"                "CREW CAB"            "CREW CAB DUALLY"    
##  [5905] "CRF"                 "CRF100"              "CRF150"             
##  [5908] "CRF 150"             "CRF 250L"            "CRF450R"            
##  [5911] "CRF50"               "CRF50F"              "CRF70F"             
##  [5914] "CRGR"                "CRISER"              "CRISWELL"           
##  [5917] "CRIZE"               "CRN VC BARWOOD"      "CRNVIC"             
##  [5920] "CRN VIC"             "CROCC COUNTRY"       "CROLLA"             
##  [5923] "CROMN VIC"           "CRON VIC"            "CRON VICTORIA"      
##  [5926] "CROOSFIRE"           "CRORLLA"             "CROSS"              
##  [5929] "CROSSBOW"            "CROSS CONTRY"        "CROSS COUNTRY"      
##  [5932] "CROSSET"             "CROSSEVER"           "CROSSFIRE"          
##  [5935] "CROSS FIRE"          "CROSSFIRE 2D"        "CROSSFIRE CN"       
##  [5938] "CROSSFIRE CONV"      "CROSSFIT"            "CROSSOVE"           
##  [5941] "CROSSOVER"           "CROSSREK"            "CROSSROAD"          
##  [5944] "CROSSSTREK"          "CROSSTECH"           "CROSSTEK"           
##  [5947] "CROSSTEK SW"         "CROSSTOIR"           "CROSSTOUR"          
##  [5950] "CROSS TOUR"          "CROSSTOUR 4D"        "CROSSTOUR 4DR"      
##  [5953] "CROSSTOUR - 4S"      "CROSSTOUR  SUV"      "CROSSTRACK"         
##  [5956] "CROSSTRAK"           "CROSSTRCK"           "CROSSTRE"           
##  [5959] "CROSSTRECK"          "CROSSTREK"           "CROSS TREK"         
##  [5962] "CROSSTREK EV"        "CROSSTREK SUV"       "CROSSTREK  SW"      
##  [5965] "CROSS TREK XV"       "CROSSTREK XV"        "CROSSTREX"          
##  [5968] "CROSS TREX"          "CROSSTRK"            "CROSTOUR"           
##  [5971] "CROTCH ROCKET"       "CROVETTE"            "CRO VIC"            
##  [5974] "CROWN"               "CROWN/CAB"           "CROWNV"             
##  [5977] "CROWN VI"            "CROWNVIC"            "CROWN VIC"          
##  [5980] "CROWN  VIC"          "CROWN VIC."          "CROWN  VIC 4D"      
##  [5983] "CROWN VIC 4D"        "CROWN VIC 4DR"       "CROWN VIC 4S"       
##  [5986] "CROWN VIC - 4S"      "CROWN VIC BARWD"     "CROWN VIC CAB"      
##  [5989] "CROWN VICK"          "CROWN VICORIA"       "CROWN VICT"         
##  [5992] "CROWN VIC TAXI"      "CROWN VIC. TAXI"     "CROWN VICTOR"       
##  [5995] "CROWN VICTORA"       "CROWN VICTORI"       "CROWNVICTORIA"      
##  [5998] "CROWN VICTORIA"      "CROWN VICTORIAN"     "CROWN VICTORIS"     
##  [6001] "CROWN VICTORY"       "CROWN VIV"           "CROWN VOCTORIA"     
##  [6004] "CROWN VUIC"          "CROW VIC"            "CROZ"               
##  [6007] "CRR"                 "CRROWN"              "CRT"                
##  [6010] "CRT8"                "CRUEZ"               "CRUISE"             
##  [6013] "CRUISER"             "CRUISER 2.4"         "CRUISERR"           
##  [6016] "CRUISSER"            "CRUIZE"              "CRUIZER"            
##  [6019] "CRUS"                "CRUSE"               "CRUSE DIESEL"       
##  [6022] "CRUSE SXT"           "CRUVE 4D"            "CRUZ"               
##  [6025] "CRUZ 4D"             "CRUZ 4DR"            "CRUZ  4DR"          
##  [6028] "CRUZ 4S"             "CRUZE"               "CRUZE 4D"           
##  [6031] "CRUZE 4DR"           "CRUZE  4DR"          "CRUZE 4S"           
##  [6034] "CRUZE  4S"           "CRUZE - 4S"          "CRUZE LT"           
##  [6037] "CRUZ LT 4D"          "CRUZW"               "CRV"                
##  [6040] "=CR V"               "C-RV"                "CR V"               
##  [6043] "CR -V"               "CR-V"                "CR--V"              
##  [6046] "CRV`"                "CRV 4D"              "CRV  4D"            
##  [6049] "CRV/4D"              "CR-V / 4DR"          "CR-V, 4DR"          
##  [6052] "CRV 4DR"             "CRV  4DR"            "CRV 4D SUV"         
##  [6055] "CR-V 4S"             "CRV 4WD"             "CRV 4WD SUV"        
##  [6058] "CRV 4WD TK"          "CR-V AWD"            "CR-V  AWD"          
##  [6061] "CRV AWD"             "CRV-AWD"             "CRV AWD TK"         
##  [6064] "CR VC"               "CR VC 4D"            "CR VC 4S"           
##  [6067] "CRV  EX"             "CR VIC"              "CR VIC 4S"          
##  [6070] "CR VIC CAB"          "CR VIC/TAXI"         "CR VICTORIA"        
##  [6073] "CRV LL"              "CR-V SU"             "CRV SU"             
##  [6076] "CRVSUV"              "CR V SUV"            "CR-V SUV"           
##  [6079] "CR-V  SUV"           "CR-V/ SUV"           "CRV SUV"            
##  [6082] "CRV  SUV"            "CRV   SUV"           "CR-V SW"            
##  [6085] "CRV SW"              "CR- V TK"            "CR-V TK"            
##  [6088] "CRV TK"              "CRV  TK"             "CR-V  TRUCK"        
##  [6091] "CRV VAN"             "CRV/VAN"             "CRW"                
##  [6094] "CRWN VIC"            "CRWNVICBL"           "CRW VIC"            
##  [6097] "CRW VIC BARWOOD"     "CRX"                 "CRX7"               
##  [6100] "CRY"                 "CRYSLER"             "CRYSTAL"            
##  [6103] "CRZ"                 "CR-Z"                "CR-Z 2S"            
##  [6106] "CRZ 2S"              "CRZ  2S"             "CRZE"               
##  [6109] "CR-Z HYBRID"         "CS"                  "CS300"              
##  [6112] "CS 300"              "CS330"               "CS350"              
##  [6115] "CS5"                 "CS-5"                "CS80"               
##  [6118] "CSI"                 "CSION"               "CSMRY"              
##  [6121] "CSMRY 4DR"           "CSP"                 "CSX"                
##  [6124] "CT"                  "C/T"                 "CT200"              
##  [6127] "CT 200"              "CT2000"              "CT200 4D HATCH"     
##  [6130] "CT200  (4S)"         "CT200B"              "CT200H"             
##  [6133] "CT 200H"             "CT200 H"             "CT200H 4DR"         
##  [6136] "CT200H 4S"           "CT200H HY"           "CT200R"             
##  [6139] "CT3"                 "CT300"               "CT 4D"              
##  [6142] "CT5"                 "CT6"                 "CTA"                
##  [6145] "CTD"                 "CTERRA"              "CTG, 4S"            
##  [6148] "CTS"                 "CTS 2S"              "CTS 3.6"            
##  [6151] "CTS 3D"              "CTS4"                "CTS 4D"             
##  [6154] "CTS 4DR"             "CTS  4DR"            "CTS 4 DR"           
##  [6157] "CTS 4S"              "CTS - 4S"            "CTS AWD"            
##  [6160] "CTS COUPE"           "CTS/SW"              "CTSV"               
##  [6163] "CTS-V"               "CTS-V 4S"            "CTUZZ"              
##  [6166] "CTW"                 "CTX"                 "CU"                 
##  [6169] "CU6"                 "CUBE"                "CUBE 4S"            
##  [6172] "CUBE TK"             "CUDE"                "CUMBERLAND"         
##  [6175] "CUMMINS"             "CUPE"                "CURZE LT"           
##  [6178] "CUSTOM"              "CUSTOM 30"           "CUTAWAY"            
##  [6181] "CUT AWAY VAN"        "CUTAWAY VAN"         "CUTBACK"            
##  [6184] "CUTL  4S"            "CUTLAS"              "CUTLAS CIERRA"      
##  [6187] "CUTLASS"             "CUTLASS 4S"          "CUTLASS/MALIBU"     
##  [6190] "CUTLASS SIERRA"      "CUTLASS SUP"         "CUTLASSSUPREME"     
##  [6193] "CUTLASS SUPREME"     "CUTLAS SUPREME"      "CUTLESS"            
##  [6196] "CUTLISS"             "CUTLUSS"             "CUV"                
##  [6199] "CV"                  "C-V"                 "C/V"                
##  [6202] "CV/2D"               "CV 2DR"              "CV 4DR"             
##  [6205] "CV 4S"               "CV7"                 "CV9"                
##  [6208] "CVA"                 "CVALIER"             "C=VAN"              
##  [6211] "CV/BARWOOD"          "CVC"                 "CV CAB"             
##  [6214] "CVCC"                "CVIC"                "C VIC"              
##  [6217] "C/VIC"               "C.VIC"               "C. VIC"             
##  [6220] "CVIC TAXI"           "CV MUSTANG"          "CVO BREAKOUT"       
##  [6223] "CVP"                 "CVPI 4S"             "CVR"                
##  [6226] "CVR600"              "CVR 600"             "CV  SL63"           
##  [6229] "CV/SOLARA"           "CV TAXI"             "C/V VAN"            
##  [6232] "CW"                  "CX"                  "CX&"                
##  [6235] "CX0"                 "CX07"                "CX3"                
##  [6238] "CX-3"                "CX330"               "CX350"              
##  [6241] "CX470"               "CX480"               "CX5"                
##  [6244] "CX 5"                "CX-5"                "CX500"              
##  [6247] "CX5 4D"              "CX5 4 DOOR SUV"      "CX-5 SU"            
##  [6250] "CX 5 SUV"            "CX-5 SUV"            "CX5 SUV"            
##  [6253] "CX5  SUV"            "CX6"                 "CX60"               
##  [6256] "CX 60"               "CX7"                 "CX 7"               
##  [6259] "CX-7"                "CX 70"               "CX-70"              
##  [6262] "CX7 4D"              "CX7 4D SUV"          "CX7 AWD TK"         
##  [6265] "CX-7 CROSSOVER"      "CX-7 SUV"            "CX-7  SUV"          
##  [6268] "CX-7 (SUV)"          "CX-7/SUV"            "CX7 SUV"            
##  [6271] "CX7 - SUV"           "CX-7 - SW"           "CX-7 TK"            
##  [6274] "CX9"                 "CX 9"                "CX-9"               
##  [6277] "CX90"                "CX9 AWD SUV"         "CX9 SU"             
##  [6280] "CX 9  SUV"           "CX-9 SUV"            "CX-9  SUV"          
##  [6283] "CX9 SUV"             "CX9 TK"              "CX-F"               
##  [6286] "CXI"                 "CXL"                 "CXL VAN"            
##  [6289] "CXL - VAN"           "CX-P"                "CXS"                
##  [6292] "CX SUV"              "CX VAN"              "CY"                 
##  [6295] "CY50A"               "CY-50A"              "CY5OE"              
##  [6298] "CYAN"                "CYCLE"               "CYN"                
##  [6301] "CZ"                  "D"                   "D4"                 
##  [6304] "D5"                  "D7"                  "DA"                 
##  [6307] "DADAW"               "DAET"                "DAKOTA"             
##  [6310] "DAKOTA PKTK"         "DAKOTA PU"           "DAKOTA  P/UP"       
##  [6313] "DAKOTA P-UP"         "DAKOTA PU TK"        "DAKOTA TK"          
##  [6316] "DAKOTA - TK"         "DAKOTO"              "DAKOT P UP"         
##  [6319] "DAKTA"               "DAMRY"               "DANALI"             
##  [6322] "DARANGO"             "DARCARS"             "DARK"               
##  [6325] "DART"                "DART 4D"             "DART 4DR"           
##  [6328] "DART  4DR"           "DART 4S"             "DART - 4S"          
##  [6331] "DART-4S"             "DART AERO"           "DARTG"              
##  [6334] "DART LIMITED"        "DART RALLYE"         "DART SXT"           
##  [6337] "DASIS"               "DATSUN"              "DAVIDSON"           
##  [6340] "DAVILLE"             "DAY"                 "DAYTONA"            
##  [6343] "DAYTONA 675"         "DAYTONS"             "DB5"                
##  [6346] "DB9"                 "DB9 CONV"            "DDM 500"            
##  [6349] "DDM-500"             "D DOOR"              "DDX"                
##  [6352] "DE"                  "DE40LFA"             "DE6OLFA"            
##  [6355] "DEA"                 "DEALER"              "DEALER TAG"         
##  [6358] "DEAMANTE"            "DE COUPE"            "DECOUPE 2S"         
##  [6361] "DEFENDER 90"         "DEKOTA"              "DELIVERTY VAN"      
##  [6364] "DELIVERY"            "DELIVERY CARGO"      "DELIVERY TK"        
##  [6367] "DELIVERY TRUCK"      "DELIVERY VAN"        "DELIVERY VN"        
##  [6370] "DELIV VAN"           "DELSOL"              "DEL SOL"            
##  [6373] "DEL SOL 2DR"         "DEL SOL 2S"          "DEL SOL CP"         
##  [6376] "DELTA 88"            "DELTA II"            "DELTA ROYAL"        
##  [6379] "DENALI"              "DENALI PU"           "DENALI P/U"         
##  [6382] "DENALY"              "DENELI"              "DENILLI"            
##  [6385] "DEQUOIA"             "DEUCE"               "DEV"                
##  [6388] "DEVEILLE"            "DEVILE"              "DEVILL"             
##  [6391] "DEVILLE"             "DEVILLE 4D"          "DEVILLE 4DR"        
##  [6394] "DEVILLE 4S"          "DEVILLE  4S"         "DEVILLE TOURING"    
##  [6397] "DEVILLLE"            "DF150STG"            "DFW"                
##  [6400] "DG"                  "DHB"                 "DHL VAN"            
##  [6403] "DHS"                 "DHS 4S"              "DIA 4S"             
##  [6406] "DIAMANT"             "DIAMANTE"            "DIAMANTE 4S"        
##  [6409] "DIAMANTE LS"         "DIAMANTEO"           "DIAMATE"            
##  [6412] "DIAMENTE"            "DIAMONTE"            "DIANTE"             
##  [6415] "DIENNA"              "DIES"                "DIESEL"             
##  [6418] "DIESEL CARGO"        "DIESEL RAM PU"       "DIESEL TK"          
##  [6421] "DIESEL TRAC TK"      "DIESEL TRUCK"        "DIESL"              
##  [6424] "DIMANTE"             "DIMENTE"             "DINAN"              
##  [6427] "DIRTBIKE"            "DIRT BIKE"           "DIRT BIKE <50CC"    
##  [6430] "DIRTBIKE-SR125"      "DIRT ENDURO"         "DIS"                
##  [6433] "DISCIVERT"           "DISCOV"              "DISCOVER"           
##  [6436] "DISCOVERY"           "DISCOVERY SE"        "DISCOVERY SPORT"    
##  [6439] "DISCOVERY SUV"       "DISCOVERY, SUV"      "DISCOVERY TK"       
##  [6442] "DISCOVERY X7/13"     "DISC SUV"            "DISPOSAL"           
##  [6445] "DIV"                 "DIVILLE"             "DL"                 
##  [6448] "DL320"               "DL  4S"              "DLRTKR"             
##  [6451] "DLRTRK"              "DL STATION WAGO"     "DLT"                
##  [6454] "DMPTRK"              "DOCUS"               "DODGE"              
##  [6457] "DOKOTA"              "DONATA"              "DORANGO"            
##  [6460] "DORRANGO"            "DORY"                "DP"                 
##  [6463] "DP TK"               "DR"                  "DR200"              
##  [6466] "DRAND CHEROKEE"      "DRESSER"             "DR FUSION"          
##  [6469] "DRITBIKE"            "DRT"                 "DRV"                
##  [6472] "DRW"                 "DRW SUPER DU"        "DRW SUPER DUTY"     
##  [6475] "DRZ 400 S"           "DS"                  "DS / 2500HD"        
##  [6478] "DS-300CD"            "DS 350"              "DS 3500"            
##  [6481] "DS 4000 SERIES"      "DS 4300"             "DS / 4700"          
##  [6484] "DS  4SR"             "DS BOX"              "DS/BOX"             
##  [6487] "DS  BOX TK"          "DS BOX TK"           "DS / BOX TRK"       
##  [6490] "DS BOX TRUCK"        "DS C4500"            "DS / C4500"         
##  [6493] "DS / C6500"          "DS DUALLY PU"        "DS DUALLY PU TK"    
##  [6496] "DS DUMP"             "DS  DUMP TK"         "DS DUMP TK"         
##  [6499] "DS DUMP TK LOAD"     "DS DUMP TRUCK"       "DS / F250"          
##  [6502] "DS / F-250"          "DS F350"             "DS / F350"          
##  [6505] "DS / F-350"          "DS F450"             "DS / F-450"         
##  [6508] "DS F550"             "DS / F550"           "DS / HD2500"        
##  [6511] "DS JETTA"            "DS JETTA SW"         "DS LANDSCAPE TK"    
##  [6514] "DS LANDSCAPE TR"     "DS LG ST TK"         "DS ML350"           
##  [6517] "DS NRR STAKE"        "DS PICK UP"          "DS ROLL ON/OFF"     
##  [6520] "DS SPRINTER"         "DS SUPER DUTY"       "DS TK"              
##  [6523] "DS TK F-250"         "DS TOW TRUCK"        "DS TRASH TK"        
##  [6526] "DS TRUCK"            "DS W3500"            "DS W4500"           
##  [6529] "DS WK TRUCK"         "DT"                  "DT3 4D"             
##  [6532] "DT466"               "DTAMANTE"            "DTC"                
##  [6535] "D TRK"               "DTS"                 "DTS 4DR"            
##  [6538] "DTS 4S"              "DTS   4S"            "DTS - 4S"           
##  [6541] "DTT"                 "DUALLY"              "DUANGO"             
##  [6544] "DUGANGO"             "DUKE"                "DULY"               
##  [6547] "DUMMP"               "DUMO"                "DUMO TK"            
##  [6550] "DUMO TRUCK"          "DUMP"                "DUMP BED"           
##  [6553] "DUMP BODY"           "DUMP FLAT BED"       "DUMP GVW 15000"     
##  [6556] "DUMPSTER"            "DUMPTK"              "DUMP TK"            
##  [6559] "DUMP TL"             "DUMP TLR"            "DUMP TRAILER"       
##  [6562] "DUMP TRCUK"          "DUMPTRK"             "DUMP TRK"           
##  [6565] "DUMP TRL"            "DUMPTRUCK"           "DUMP TRUCK"         
##  [6568] "DUMP TRUCKW"         "DUMP TRUK"           "DUMP UTILITY"       
##  [6571] "DUMP YK"             "DUNP"                "DUR"                
##  [6574] "DURAANGO"            "DURAGNO"             "DURANDO"            
##  [6577] "DURANG"              "DURANGE"             "DURANGE SU"         
##  [6580] "DURANGO"             "DURANGO 4D"          "DURANGO  4DR"       
##  [6583] "DURANGO SLT"         "DURANGO SLT TK"      "DURANGO SU"         
##  [6586] "DURANGO SUV"         "DURANGO  SUV"        "DURANGO TK"         
##  [6589] "DURANGO  TK"         "DURANNGO"            "DURANO"             
##  [6592] "DURENGO"             "DURGANGO"            "DURGANO"            
##  [6595] "DURMAX"              "DURNGO"              "DURRANGO"           
##  [6598] "DUR SUC"             "DUSION"              "DUSTER"             
##  [6601] "DUT"                 "DUV"                 "DVILLE"             
##  [6604] "DX"                  "DX 4S"               "DYNA LOW RIDER"     
##  [6607] "DYNASTY"             "DYSSEY"              "E"                  
##  [6610] "E10"                 "E15"                 "E150"               
##  [6613] "E 150"               "E-150"               "E1500"              
##  [6616] "E1500 VAN"           "E150 CARGO VAN"      "E 150 VAN"          
##  [6619] "E-150 VAN"           "E150 VAN"            "E150  VAN"          
##  [6622] "E 150 VAN WK"        "E-150 VN"            "E150 VN"            
##  [6625] "E150 WK VN"          "E2"                  "E20"                
##  [6628] "E200"                "E220"                "E230"               
##  [6631] "E 230"               "E240"                "E 240"              
##  [6634] "E250"                "E 250"               "E-250"              
##  [6637] "E2500 VAN"           "E250 CARGO"          "E-250 CARGO VAN"    
##  [6640] "E250 CARGO VAN"      "E250 CARGO VN"       "E250 TK"            
##  [6643] "E250 UHAUL"          "E-250 VAN"           "E250 VAN"           
##  [6646] "E250   VAN"          "E250 / VAN"          "E250 (VAN)"         
##  [6649] "E250/VAN"            "E-250 VN"            "E250 VN"            
##  [6652] "E250 WK VAN"         "E250 WK VN"          "E250 X5/15"         
##  [6655] "E259 VAN"            "E25C"                "E 260"              
##  [6658] "E280"                "E 2DR"               "E3"                 
##  [6661] "E30"                 "E300"                "E 300"              
##  [6664] "E 3000"              "E300 4S"             "E 300 DIESEL"       
##  [6667] "E32"                 "E320"                "E 320"              
##  [6670] "E320 4D"             "E-320 4DR"           "E320 4DR"           
##  [6673] "E320 - 4DR"          "E 320 4H"            "E320 4S"            
##  [6676] "E320/ 4S"            "E3205"               "E320 CDI"           
##  [6679] "E320 CN"             "E320 SW"             "E320    (SW)"       
##  [6682] "E320 WAGON"          "E325"                "E326"               
##  [6685] "E329"                "E32I"                "E32O"               
##  [6688] "E33"                 "E330"                "E3 300"             
##  [6691] "E333"                "E335"                "E3350"              
##  [6694] "E35"                 "E350"                "E 350"              
##  [6697] "E-350"               "E3500"               "E3500 GVW11500"     
##  [6700] "E3500 GVW12000"      "E3500 VAN"           "E350 2S"            
##  [6703] "E350 4D"             "E350 - 4DOOR"        "E-350  4DR"         
##  [6706] "E350 4DR"            "E350 4-DR"           "E350 4S"            
##  [6709] "E350  4S"            "E350 / 4S"           "E350, 4S"           
##  [6712] "E350 BOX"            "E350 BOX TK"         "E350 / BOX TRK"     
##  [6715] "E350 BOX TRK"        "E350 BOX TRUCK"      "E350 BX TK"         
##  [6718] "E350 CARGO"          "E350 CONV"           "E350 GVW 10700"     
##  [6721] "E350 GVW11500"       "E350 GVW 11500"      "E350 GVW115000"     
##  [6724] "E350 GVW12500"       "E350 GVWR11500"      "E350 METROACCES"    
##  [6727] "E350 PASS VAN"       "E350 SEDAN"          "E-350 SUPER DUT"    
##  [6730] "E350 SUPER DUTY"     "E350 SW"             "E350 TK"            
##  [6733] "E350 TRANSPORT"      "E350VAN"             "E 350 VAN"          
##  [6736] "E-350 VAN"           "E-350  VAN"          "E-350 - VAN"        
##  [6739] "E350 VAN"            "E-350 VN"            "E350 VN"            
##  [6742] "E350 WORK VAN"       "E - 350 XLT SU"      "E352"               
##  [6745] "E355"                "E359"                "E35O"               
##  [6748] "E4"                  "E40"                 "E400"               
##  [6751] "E400 2S"             "E400 4D"             "E400 CONV"          
##  [6754] "E420"                "E 420"               "E420 4S"            
##  [6757] "E430"                "E 430"               "E4300"              
##  [6760] "E430 4DR"            "E430 4S"             "E450"               
##  [6763] "E-450"               "E450 BOX"            "E-450 SD BOX TK"    
##  [6766] "E450 TK"             "E450 UHAUL"          "E450 VAN"           
##  [6769] "E450  VAN"           "E456"                "E5"                 
##  [6772] "E50"                 "E500"                "E 500"              
##  [6775] "E500 4DR"            "E500 4S"             "E500/ 4S"           
##  [6778] "E530"                "E5300"               "E5 300"             
##  [6781] "E5300H"              "E5350"               "E5359"              
##  [6784] "E55"                 "E 55"                "E550"               
##  [6787] "E 550"               "E-550"               "E5500"              
##  [6790] "E5500 TK"            "E550 2D"             "E550 2S"            
##  [6793] "E550 4DR"            "E550 4S"             "E550 4/S"           
##  [6796] "E550 BUS"            "E550 CN"             "E55  4DR"           
##  [6799] "E55 AMG"             "E55  AMG"            "E55 AMG 4D"         
##  [6802] "E55O"                "E560"                "E5OO"               
##  [6805] "E63"                 "E63 2DR"             "E63 4D"             
##  [6808] "E63 AMG"             "E65"                 "E84"                
##  [6811] "EAGLE 2S"            "EAGLE SCOOTER"       "EAM"                
##  [6814] "EANTRA"              "EARTH CRUISER"       "EC"                 
##  [6817] "EC70"                "ECALADE"             "ECAPE"              
##  [6820] "ECH"                 "ECH 4S"              "ECHO"               
##  [6823] "ECHO 2D"             "ECHO 2S"             "ECHO  2S"           
##  [6826] "ECHO 4D"             "ECHO 4DR"            "ECHO 4S"            
##  [6829] "ECHO - 4S"           "ECHOE"               "ECILLIPS"           
##  [6832] "ECIPLSE"             "ECIPSE"              "ECL"                
##  [6835] "ECL 2S"              "ECL 4S"              "ECLASS"             
##  [6838] "E CLASS"             "E-CLASS"             "E CLASS 4D"         
##  [6841] "ECLIIPSE"            "ECLIP"               "ECLIPE"             
##  [6844] "ECLIPES"             "ECLIPLSE"            "ECLIPS"             
##  [6847] "ECLIPSE"             "ECLIPSE 2D"          "ECLIPSE 2DR"        
##  [6850] "ECLIPSE 2S"          "ECLIPSE - 2S"        "ECLIPSE 4D"         
##  [6853] "ECLIPSE CN"          "ECLIPSE CNV"         "ECLIPSE CNVT"       
##  [6856] "ECLIPSE CONV"        "ECLIPSE CV"          "ECLIPSE GT"         
##  [6859] "ECLIPSEQ"            "ECLIPSE SPIDER"      "ECLIPSE SPYER"      
##  [6862] "ECLISE"              "ECLISE CV"           "ECLISPE"            
##  [6865] "ECLISPE 2DR"         "ECLLIPS"             "ECLLIPSE"           
##  [6868] "ECLPIPSE"            "ECLPISE"             "ECLYPSE"            
##  [6871] "ECNOLINE"            "ECO"                 "ECOLINE"            
##  [6874] "ECOLINE250"          "ECOLINE 250"         "ECOLINE 350"        
##  [6877] "ECOLINE VAN"         "ECOLINEW"            "ECOLUTION"          
##  [6880] "ECON"                "ECONLINE"            "ECONLINE VAN"       
##  [6883] "ECONLOINE"           "ECONLONE"            "ECONO"              
##  [6886] "ECONO 150 VN"        "ECONOLIINE"          "ECONOLIN 260"       
##  [6889] "ECONOLINE"           "ECONOLINE150"        "ECONOLINE 150"      
##  [6892] "ECONOLINE150 VN"     "ECONOLINE250"        "ECONOLINE 250"      
##  [6895] "ECONOLINE350"        "ECONOLINE 350"       "ECONOLINE-350"      
##  [6898] "ECONOLINE CARGO"     "ECONOLINE E150"      "ECONOLINE E250"     
##  [6901] "ECONOLINE E-250"     "ECONOLINE E350"      "ECONOLINE VAN"      
##  [6904] "ECONOLINE / VAN"     "ECONOLINE VIN"       "ECONOLINE VN"       
##  [6907] "ECONOLINIE"          "ECONOLINW"           "ECONOMY"            
##  [6910] "ECONOVAN"            "ECONO VAN"           "ECONO VN"           
##  [6913] "ECONVAN"             "ECON VAN"            "ECOOLINE"           
##  [6916] "ECOSMART METRO"      "ECO VAN"             "ECO VN"             
##  [6919] "ECPLIPSE"            "ECPLISE"             "ECPLISE SPYDER"     
##  [6922] "ECPLORER"            "ECPRESS"             "ECSAPE"             
##  [6925] "ED"                  "EDDIE BAUER EXP"     "EDGE"               
##  [6928] "EDGE 4D"             "EDGE 4D SUV"         "EDGE LIMITED"       
##  [6931] "EDGE SUV"            "EDGE  SUV"           "EDGE (SUV)"         
##  [6934] "EDGE,  SUV"          "EDGE TK"             "EDGE-TK"            
##  [6937] "EDGE VAN"            "EE350"               "EE430"              
##  [6940] "EE 4S"               "EESCALADE"           "EESCAPRE"           
##  [6943] "EFI"                 "EFISR5"              "EGA"                
##  [6946] "E-GOLF"              "EIGHT EIGHT LS"      "EIGHTEIGHTY 4S"     
##  [6949] "EIGHTYEIGHT"         "EIGHTY EIGHT"        "EIGHTY-EIGHT"       
##  [6952] "EIGHTY EIGHT 4S"     "EIGHTY EIGHT LS"     "EIGTHY EIGHT"       
##  [6955] "EJ CRUISER"          "EL"                  "EL 350"             
##  [6958] "EL450"               "EL 4DR"              "EL550"              
##  [6961] "EL 65"               "ELA"                 "ELAMTRA"            
##  [6964] "ELAN"                "ELAN 4S"             "ELANATRA"           
##  [6967] "ELANDRA"             "ELANDTRA HB"         "ELANRTA"            
##  [6970] "ELANT"               "ELANTA"              "ELANTR"             
##  [6973] "ELANTRA"             "ELA NTRA"            "ELANTRA 2S"         
##  [6976] "ELANTRA 4D"          "ELANTRA - 4D"        "ELANTRA 4 DOOR"     
##  [6979] "ELANTRA 4DR"         "ELANTRA  4DR"        "ELANTRA 4H"         
##  [6982] "ELANTRA 4S"          "ELANTRA  4S"         "ELANTRA - 4S"       
##  [6985] "ELANTRA-4S"          "ELANTRA- 4S"         "ELANTRAB"           
##  [6988] "ELANTRA GLS"         "ELANTRA GT"          "ELANTRA HB"         
##  [6991] "ELANTRAS"            "ELANTRA SW"          "ELANTRA S/W"        
##  [6994] "ELANTRA TOURING"     "ELANTRA WAGON"       "ELANTRE"            
##  [6997] "ELANTRIA"            "ELANTRQ"             "ELANTTRA"           
##  [7000] "ELANYRA"             "ELARNTRA"            "ELATRA"             
##  [7003] "EL CAMINO"           "ELCIPSE"             "ELCLIPS"            
##  [7006] "ELD"                 "ELDARADO"            "ELDDRADO"           
##  [7009] "ELDERADO 2S"         "ELDORADO"            "EL DORADO"          
##  [7012] "ELDORADO 2D"         "EL DORADO 4S"        "EL DORADO SLS"      
##  [7015] "ELE"                 "ELEANTA 4DR"         "ELEANTRA"           
##  [7018] "ELECT"               "ELECTRA"             "ELECTRA GLIDE U"    
##  [7021] "ELECTRIC"            "ELECTRIC DRIVE"      "ELECTRICIAN TRU"    
##  [7024] "ELEGANTE"            "ELEM"                "ELEMENT"            
##  [7027] "ELEMENTS"            "ELEMENT SUV"         "ELEMENT TK"         
##  [7030] "ELEMENY"             "ELEMNET"             "ELEMNT"             
##  [7033] "ELENATRA"            "ELENTRA"             "ELENTRA 4S"         
##  [7036] "ELERADO 2D"          "ELETRA"              "ELIPSE"             
##  [7039] "ELISE"               "ELISION SE"          "ELITE"              
##  [7042] "ELITE 250"           "ELK320"              "ELLEMENT"           
##  [7045] "ELNATRA"             "ELNTRA"              "ELPLORER"           
##  [7048] "ELR"                 "ELS5550"             "ELUNTRA"            
##  [7051] "EM"                  "EMPRAZA"             "EMVOY"              
##  [7054] "ENANTRA"             "ENCLACE"             "ENCLAVE"            
##  [7057] "ENCLAVE 4D SUV"      "ENCLAVE SUV"         "ENCLAVE  SUV"       
##  [7060] "ENCLAVE - SUV"       "ENCLAVE TK"          "ENCLEAVE"           
##  [7063] "ENCLEVE"             "ENCORE"              "ENCORE SUV"         
##  [7066] "ENCORE  SUV"         "ENCORE/SUV"          "ENCOY"              
##  [7069] "END"                 "ENDAVOR"             "END DUMP"           
##  [7072] "ENDEAUDAA"           "ENDEAVER"            "ENDEAVER SUV"       
##  [7075] "ENDEAVOR"            "ENDEAVOR SUV"        "ENDEAVOR TK"        
##  [7078] "ENDEAVUOR"           "ENDEVAUR"            "ENDEVER"            
##  [7081] "ENDEVOR"             "ENDEVOR  SUV"        "ENDEVOUR"           
##  [7084] "ENOY"                "ENTERAGE"            "ENTERVAN VN"        
##  [7087] "ENTORGE"             "ENTOURAGE"           "ENTOURAGE TK"       
##  [7090] "ENTOURAGE VN"        "ENTRA"               "ENTROUGE"           
##  [7093] "ENV"                 "ENVISION"            "ENVIY"              
##  [7096] "ENVOGUE"             "ENVOQUE"             "ENVOU"              
##  [7099] "ENVOY"               "ENVOY SU"            "ENVOY SUV"          
##  [7102] "ENVOY TK"            "ENVOY XL"            "ENVPY"              
##  [7105] "ENVY"                "EON"                 "EONOLINE E250"      
##  [7108] "EOS"                 "EOS  20T"            "EOS 2.0 TSI"        
##  [7111] "EOS/2D"              "EOS 2DR"             "EOS CONVERT"        
##  [7114] "EOS  CONVERT"        "EOS CV"              "EOS TSI"            
##  [7117] "EPD"                 "EPEDITION"           "EPL"                
##  [7120] "EPLOR"               "EPLORER"             "EPO"                
##  [7123] "EPR"                 "EPRESS"              "EPZ"                
##  [7126] "EQ"                  "EQIINUX"             "EQINOX"             
##  [7129] "EQIONOX"             "EQ LT"               "EQN"                
##  [7132] "EQNIOX"              "EQOX"                "EQU"                
##  [7135] "EQUALIZER"           "EQUANOX 4DR"         "EQUATOR"            
##  [7138] "EQUI"                "EQUIFAX"             "EQUIN"              
##  [7141] "EQUINDX"             "EQUINEX"             "EQUINIOX"           
##  [7144] "EQUINIX"             "EQUINO"              "EQUINOC"            
##  [7147] "EQUINOK"             "EQUINOS SUV"         "EQUINOX"            
##  [7150] "EQUINOX  4DR"        "EQUINOX 4S"          "EQUINOXF"           
##  [7153] "EQUINOX LS"          "EQUINOX LS SUV"      "EQUINOX LT"         
##  [7156] "EQUINOX LT TK"       "EQUINOX LTZ"         "EQUINOX LX"         
##  [7159] "EQUINOX SUV"         "EQUINOX  SUV"        "EQUINOX TK"         
##  [7162] "EQUINX"              "EQUIONOX"            "EQUIOX"             
##  [7165] "EQUIP"               "EQUIPNOX"            "EQUIS"              
##  [7168] "EQUNIOX"             "EQUNOX"              "EQUNOX SUV"         
##  [7171] "EQUOINOX"            "EQUUS"               "ERL"                
##  [7174] "ERS"                 "ERS 7"               "ERZ"                
##  [7177] "ES"                  "ES200"               "ES 200"             
##  [7180] "ES250"               "ES 250"              "ES250 AWD 4S"       
##  [7183] "ES 2D"               "ES3"                 "ES30"               
##  [7186] "ES300"               "ES 300"              "ES-300"             
##  [7189] "ES 3000"             "ES 300 4D"           "ES300 4D"           
##  [7192] "ES 300  4DR"         "ES300 4DR"           "ES300  4DR"         
##  [7195] "ES 300 4S"           "ES300 4S"            "ES300  4S"          
##  [7198] "ES300 - 4S"          "ES300H"              "ES300H 4D"          
##  [7201] "ES300H 4DR"          "ES300H SEDAN"        "ES320"              
##  [7204] "ES 320"              "ES33"                "ES330"              
##  [7207] "ES 330"              "ES 330 4D"           "ES330 4D"           
##  [7210] "ES330   4DR"         "ES 330 4S"           "ES330 4S"           
##  [7213] "ES35"                "ES350"               "ES 350"             
##  [7216] "ES3500"              "ES350 4D"            "ES350 / 4D"         
##  [7219] "ES 350 4 DOOR"       "ES 350 4DR"          "ES350 4DR"          
##  [7222] "ES350  4DR"          "ES 3504S"            "ES 350 4S"          
##  [7225] "ES 350  4S"          "ES350 4S"            "ES350 /4S"          
##  [7228] "ES350/4S"            "ES350B"              "ES350H"             
##  [7231] "ES350L"              "ES350Q"              "ES3550"             
##  [7234] "ES3560"              "ES35D"               "ES 35O"             
##  [7237] "ES380"               "ES 399"              "ES400"              
##  [7240] "ES450"               "ES 450"              "ES 460 H"           
##  [7243] "ES 4D"               "ES 4DR"              "ES - 4DR"           
##  [7246] "ES 4S"               "ES - 4S"             "ES50"               
##  [7249] "ES 50"               "ES500"               "ES 500"             
##  [7252] "ES5300H"             "ES550 4-DOOR"        "ES600"              
##  [7255] "ES800"               "ES900"               "ES 900"             
##  [7258] "ESACAPE"             "ESACPE"              "ESALADE"            
##  [7261] "ESAPE"               "ESC"                 "ESC28E"             
##  [7264] "ESC 2S"              "ESC 4S"              "ESCA"               
##  [7267] "ESCA;ADE"            "ESCADE"              "ESCAE"              
##  [7270] "ESCALA"              "ESCALAADE"           "ESCALAD"            
##  [7273] "ESCALADE"            "ESCALADE 4D"         "ESCALADE ESV"       
##  [7276] "ESCALADE EXT"        "ESCALADE EXT TK"     "ESCALADE P/U"       
##  [7279] "ESCALADE SUB"        "ESCALADE SUV"        "ESCALADE TAHOE"     
##  [7282] "ESCALADE TK"         "ESCALADWE"           "ESCALATE"           
##  [7285] "ESCALDE"             "ESCALDE TK"          "ESCALLADE"          
##  [7288] "ESCALSDE 4D"         "ESCAP"               "ESCAPE"             
##  [7291] "ESCAPE`"             "ESCAPE 4D"           "ESCAPEE"            
##  [7294] "ESCAPE HYBRID"       "ESCAPE HYBRID T"     "ESCAPES"            
##  [7297] "ESCAPE SE"           "ESCAPE SEL"          "ESCAPE SU"          
##  [7300] "ESCAPE SUV"          "ESCAPE  SUV"         "ESCAPE/SUV"         
##  [7303] "ESCAPE TAXI"         "ESCAPE TK"           "ESCAPE XLS"         
##  [7306] "ESCAPE XLT"          "ESCAPR"              "ESCAPRE"            
##  [7309] "ESCAPTE"             "ESCAT CX"            "ESCILA"             
##  [7312] "ESCILADE"            "ESCL"                "ESCLADE"            
##  [7315] "ESCLADE SUV"         "ESCLIADE"            "ESCLIPSE CN"        
##  [7318] "ESCOET"              "ESCOLADE"            "ESCORD S/W"         
##  [7321] "ESCORT"              "ESCORT - 2"          "ESCORT 4D"          
##  [7324] "ESCORT 4DR"          "ESCORT 4S"           "ESCORT LX"          
##  [7327] "ESCORT SE"           "ESCORT SPORT"        "ESCORT SW"          
##  [7330] "ESCORT - WAGON"      "ESCORT WG"           "ESCORT ZX2"         
##  [7333] "ESCPAPE"             "ESCPE"               "ESC. P/U"           
##  [7336] "ESC SUV"             "ESCUADE"             "ESE"                
##  [7339] "ES E50"              "E SERIES"            "E-SERIES"           
##  [7342] "E SERIES VAN"        "E-SERIES VAN"        "ES GALLANT"         
##  [7345] "ESM"                 "ESP"                 "ESPIRE"             
##  [7348] "ESPRESS"             "ESTATE"              "ESTEEM"             
##  [7351] "ESTEEN"              "E-SUPER DUTY"        "ESV"                
##  [7354] "ESX"                 "ET2"                 "ETC"                
##  [7357] "ETC CP"              "ETERRA"              "ETLANTRA"           
##  [7360] "ETS"                 "ETTA"                "E-TYPE"             
##  [7363] "EUINOX"              "EUQUINOX"            "EUROVAN"            
##  [7366] "EV200"               "EV2T"                "EV3146"             
##  [7369] "E VAN"               "E-VAN"               "EVENGER"            
##  [7372] "EVO"                 "EVO 4S"              "EVOGUE"             
##  [7375] "EVO LANCER"          "EVOLUTION"           "EVOLUTION 4DR"      
##  [7378] "EVOLUTION 4S"        "EVOLUTON"            "EVOQUE"             
##  [7381] "EVOQUE 4D"           "EVORA"               "EVOULTION"          
##  [7384] "EVPEDITION"          "EVQ"                 "EWSCALADE"          
##  [7387] "EX"                  "EX2"                 "EX250"              
##  [7390] "EX250 NINJA"         "EX3"                 "EX300"              
##  [7393] "EX35"                "EX350"               "EX35 SUV"           
##  [7396] "EX35  SUV"           "EX37"                "EX460"              
##  [7399] "EX470"               "EX 470"              "EX5"                
##  [7402] "EX-5"                "EX7"                 "EX9"                
##  [7405] "EXCALADE"            "EXCALIBER"           "EXCAPE"             
##  [7408] "EXCEL"               "EXCERSION"           "EXCLADE"            
##  [7411] "EXCORSION"           "EXC SUV"             "EXCUR"              
##  [7414] "EXCURSION"           "EXCURSION 4D"        "EXCURSION TK"       
##  [7417] "EXCURSON"            "EXCURSTION"          "EXCUSION"           
##  [7420] "EXEC 4D"             "EXEDITION"           "EXEPDITION"         
##  [7423] "EXEPEDITION"         "EXERESS"             "EXGDI"              
##  [7426] "EXIGE"               "EXLIPSE"             "EXLORER"            
##  [7429] "EXLPLORER SUV"       "EXOLORE"             "EXONOLINE"          
##  [7432] "EXORESS / VAN"       "EXP"                 "EXPADETION"         
##  [7435] "EXPADITION"          "EXPASS"              "EXPDITION"          
##  [7438] "EXPECITION"          "EXPED"               "EXPEDDITION"        
##  [7441] "EXPEDETION"          "EXPEDISION"          "EXPEDITIION"        
##  [7444] "EXPEDITIO"           "EXPEDITIOIN"         "EXPEDITION"         
##  [7447] "EXPEDITION4D"        "EXPEDITION (EB)"     "EXPEDITION EDDI"    
##  [7450] "EXPEDITION EL"       "EXPEDITION SU"       "EXPEDITION SUV"     
##  [7453] "EXPEDITION  SUV"     "EXPEDITION TK"       "EXPEDITION  TK"     
##  [7456] "EXPEDITION - TK"     "EXPEDITITION"        "EXPEDITITON"        
##  [7459] "EXPEDITON"           "EXPEDIYION"          "EXPED SUV"          
##  [7462] "EXPEDTION"           "EXPED TK"            "EXPEND"             
##  [7465] "EXPESS"              "EXPESS AWD"          "EXPID"              
##  [7468] "EXPIDEITION"         "EXPIDETION"          "EXPIDITION"         
##  [7471] "EXPIDTION"           "EXPITITION"          "EXPL"               
##  [7474] "EXPL 2D"             "EXPL 4D"             "EXPLO"              
##  [7477] "EXPLOER"             "EXPLOERE"            "EXPLOERER"          
##  [7480] "EXPLOER SUV"         "EXPLOR"              "EXPLORDER"          
##  [7483] "EXPLORDR"            "EXPLORE"             "EXPLORED"           
##  [7486] "EXPLOREE"            "EXPLOREER"           "EXPLORER"           
##  [7489] "EXPLORER 2D"         "EXPLORER - 2D"       "EXPLORER4D"         
##  [7492] "EXPLORER 4D"         "EXPLORER-4D"         "EXPLORER 4S"        
##  [7495] "EXPLORER/4TRAX"      "EXPLORERE"           "EXPLORER LIMITE"    
##  [7498] "EXPLORER PICKUP"     "EXPLORER/PICKUP"     "EXPLORER (PK)"      
##  [7501] "EXPLORER PKTK"       "EXPLORER PU"         "EXPLORER P U"       
##  [7504] "EXPLORER P/U"        "EXPLORER PUT"        "EXPLORER SPORT"     
##  [7507] "EXPLORER-SPORT"      "EXPLORER SPRT T"     "EXPLORER SPTR"      
##  [7510] "EXPLORER SP TRA"     "EXPLORER SPT TR"     "EXPLORER S/T"       
##  [7513] "EXPLORER SU"         "EXPLORER SUV"        "EXPLORER  SUV"      
##  [7516] "EXPLORER/ SUV"       "EXPLORER TK"         "EXPLORER  TK"       
##  [7519] "EXPLORER TRAC"       "EXPLORER TRACK"      "EXPLORER TRK"       
##  [7522] "EXPLORER TRUCK"      "EXPLORER(TRUCK)"     "EXPLORER UT"        
##  [7525] "EXPLORER VAN"        "EXPLORERW"           "EXPLORER XLT"       
##  [7528] "EXPLORER XLT SU"     "EXPLORER XLT TK"     "EXPLOROER"          
##  [7531] "EXPLOROR"            "EXPLOR SPORT TR"     "EXPLOXER"           
##  [7534] "EXPLOYER"            "EXPLR"               "EXPLRER"            
##  [7537] "EXPLRESS"            "EXPLR SUV"           "EXPL SPORTTRAC"     
##  [7540] "EXPL SPORT TRAC"     "EXPL. SP. TRAC"      "EXPL SPT TRAC"      
##  [7543] "EXPL TK"             "EXPL XLT"            "EXPLYER"            
##  [7546] "EXPO"                "EXPOLER"             "EXPOLERE XLS"       
##  [7549] "EXPOLOER"            "EXPOLORER"           "EXPOLRER"           
##  [7552] "EXPO LRV"            "EXPORER"             "EXP;ORER"           
##  [7555] "EXPREE"              "EXPRES"              "EXPRES CARGO VN"    
##  [7558] "EXPRESS"             "EXPRESS 250"         "EXPRESS 2500"       
##  [7561] "EXPRESS  2500"       "EXPRESS 2500 VN"     "EXPRESS 3500"       
##  [7564] "EXPRESS 3500 VN"     "EXPRESS BOX"         "EXPRESS / BOX"      
##  [7567] "EXPRESS BOX TK"      "EXPRESS BOX TRK"     "EXPRESSCARGO"       
##  [7570] "EXPRESS CARGO"       "EXPRESS CUTA"        "EXPRESS G1500"      
##  [7573] "EXPRESS G2500"       "EXPRESS G3500"       "EXPRESS PV"         
##  [7576] "EXPRESS RV"          "EXPRESSS"            "EXPRESS TK"         
##  [7579] "EXPRESS VA"          "EXPRESS VAB"         "EXPRESS VAN"        
##  [7582] "EXPRESS  VAN"        "EXPRESS - VAN"       "EXPRESS / VAN"      
##  [7585] "EXPRESS (VAN)"       "EXPRESS/VAN"         "EXPRESS(VAN)"       
##  [7588] "EXPRESS VAV"         "EXPRESS VN"          "EXPRESS  VN"        
##  [7591] "EXPRESSW"            "EXPRESSWAY 4DR"      "EXPRESS WK VAN"     
##  [7594] "EXPRESS WK VN"       "EXPRESS WORK VA"     "EXPRF"              
##  [7597] "EXPRSS"              "EXP SPORT"           "EXP SPORT TRAC"     
##  [7600] "EXP SUV"             "EXP VN"              "EXRESS"             
##  [7603] "EXRESS VN"           "EXSPRESS"            "EXSTATION WAGON"    
##  [7606] "EXT"                 "EXTENDED 4X2"        "EXTERA"             
##  [7609] "EXTERRA"             "EXTGERRA"            "EXTREME"            
##  [7612] "EXUINOX"             "EXV6"                "EZERA"              
##  [7615] "EZ-GO"               "F"                   "F100"               
##  [7618] "F140"                "F15"                 "F15-"               
##  [7621] "F150"                "F 150"               "F-150"              
##  [7624] "F150`"               "F150 2D PU"          "F150 4S"            
##  [7627] "F150 4X4"            "F150 CREW"           "F150 CREW 4X4"      
##  [7630] "F-150 CREW CAB"      "F150 CREW CAB"       "F-150 FX4"          
##  [7633] "F150 KING RANCH"     "F150 LIGHTNING"      "F-150 PICK UP"      
##  [7636] "F150 PICKUP"         "F150 PICK UP"        "F150 PK"            
##  [7639] "F150 PKTK"           "F150 PLATI PKTK"     "F150 PU"            
##  [7642] "F150 P/U"            "F-150 P-UP"          "F150 PUP"           
##  [7645] "F150 P-UP"           "F150 P/UP"           "F-150 P/U TRUCK"    
##  [7648] "F150 QUAD"           "F150 RAPTOR"         "F150 SHELBY"        
##  [7651] "F150 SP ED"          "F150TK"              "F-150 TK"           
##  [7654] "F-150  TK"           "F150 TK"             "F150 - TK"          
##  [7657] "F 150 TRK"           "F-150 TRUCK"         "F150 TRUCK"         
##  [7660] "F150 VAN"            "F150  VAN"           "F150 W/ LASC TR"    
##  [7663] "F150 WORK TK"        "F150XL"              "F150 XL"            
##  [7666] "F150 XLT"            "F159"                "F1590"              
##  [7669] "F15O"                "F15O TK"             "F160"               
##  [7672] "F2150"               "F250"                "F 250"              
##  [7675] "F-250"               "F2500"               "F250 4D"            
##  [7678] "F250 DIESEL"         "F 250 DS"            "F-250 DS"           
##  [7681] "F250  EXCAB"         "F250 GVW10000"       "F250 GVW 11000"     
##  [7684] "F250 KING RANCH"     "F250 MOV VAN"        "F250 PICK UP"       
##  [7687] "F250 PICK UP TK"     "F250 PK"             "F250 PKTK"          
##  [7690] "F250 PK UP"          "F-250 P/U"           "F250 PU"            
##  [7693] "F250 P/U"            "F-250 P/UP"          "F-250 SUPER"        
##  [7696] "F-250 SUPER DUT"     "F250 SUPER DUTY"     "F-250 TK"           
##  [7699] "F250 TK"             "F250 - TK"           "F250 TRUCK"         
##  [7702] "F250 VAN"            "F259"                "F25O"               
##  [7705] "F25O TK"             "F35"                 "F350"               
##  [7708] "F 350"               "F-350"               "F350 BOX"           
##  [7711] "F350 BOX TK"         "F350 BUS"            "F350 DEISEL"        
##  [7714] "F350 DIESEL"         "F350 DS"             "F350 DSEL DUMP"     
##  [7717] "F350 DUMP"           "F350 GVW10200"       "F350 GVW 11000"     
##  [7720] "F350 GVW11200"       "F350 GVW 11200"      "F350 GVW11500"      
##  [7723] "F350 GVW 12000"      "F350 GVWR 11000"     "F350 PICKUP"        
##  [7726] "F350 PKTK"           "F350 PU"             "F350SD"             
##  [7729] "F350 SD"             "F350 STAKE"          "F350 STAKE BODY"    
##  [7732] "F350 STAKE DUAL"     "F-350 SUPER DUT"     "F350 SUPER DUTY"    
##  [7735] "F-350 TK"            "F350 TK"             "F350 - TK"          
##  [7738] "F350 TOW TRUCK"      "F350 VAN"            "F350 WORK VAN"      
##  [7741] "F350 W/ TRAILER"     "F350XL"              "F355"               
##  [7744] "F360 GVWR 14000"     "F37"                 "F430"               
##  [7747] "F450"                "F 450"               "F-450"              
##  [7750] "F450 BOX TK"         "F-450 DS"            "F450 DS"            
##  [7753] "F450 GVW15000"       "F450 GVW 15000"      "F450 GVW 16000"     
##  [7756] "F450 GVW 16500"      "F450 PKTK"           "F450 STAKE"         
##  [7759] "F450 STAKE BDY"      "F450 STAKEBED"       "F-450 STK BODY"     
##  [7762] "F-450 TK"            "F450 TK"             "F450 TOW TK"        
##  [7765] "F450 TOW TRUCK"      "F459"                "F45O TK"            
##  [7768] "F4GR"                "F5"                  "F50"                
##  [7771] "F-50"                "F50 GVW12500"        "F550"               
##  [7774] "F-550"               "F550 DS"             "F550 DUMP"          
##  [7777] "F550 GVW17500"       "F550 GVW 17500"      "F550 GVW17950"      
##  [7780] "F550 GVW 18000"      "F550 GVW19000"       "F550 GVW 19000"     
##  [7783] "F550 STAKE BODY"     "F550 TK"             "F5550"              
##  [7786] "F560 BOX TK"         "F600"                "F600 DUMP"          
##  [7789] "F613"                "F650"                "F 650"              
##  [7792] "F650 BOX TK"         "F650 GVW26000"       "F-650 LIGHT DUMP TK"
##  [7795] "F650 PKTK"           "F650 ROLL OFF"       "F-650 TK"           
##  [7798] "F650 TK"             "F6550"               "F-700"              
##  [7801] "F750"                "F750 BX TK"          "F750 GVW 26000"     
##  [7804] "F750 TK"             "F800"                "FACT 50"            
##  [7807] "FAIRLADY"            "FAIROAKS"            "FANG"               
##  [7810] "FAST"                "FAST CAR"            "FATBOY"             
##  [7813] "FAV4"                "FB"                  "FB1715"             
##  [7816] "FBS"                 "FC35"                "FCUS"               
##  [7819] "F CUSTOM"            "F-CUSTOM"            "FD"                 
##  [7822] "FE"                  "FE140"               "FE145 / FUSO"       
##  [7825] "FE 250"              "FE3"                 "FED EX"             
##  [7828] "FED EX TK"           "FED EX TRK"          "FED EX TRUCK"       
##  [7831] "FEDEX TRUCK"         "FED EX VAN"          "FERTE"              
##  [7834] "FESTA"               "FESTIA"              "FESTIVA"            
##  [7837] "FESTVA"              "FE TK"               "FETTA"              
##  [7840] "FEX"                 "FI50"                "FIAT"               
##  [7843] "FIC"                 "FICUS"               "FIERO"              
##  [7846] "FIESETA"             "FIEST"               "FIESTA"             
##  [7849] "FIESTA 4D"           "FIESTA 4DR"          "FIESTA  4DR"        
##  [7852] "FIESTA 4DR HB"       "FIESTA 4S"           "FIESTA - 4S"        
##  [7855] "FIESTA/ 4S"          "FIESTA SE"           "FIESTA SE 4S"       
##  [7858] "FIESTA ST"           "FIESTO"              "FIEST SE"           
##  [7861] "FIESTVA"             "FIETA"               "FIFTH AVE"          
##  [7864] "FIR"                 "FIRE"                "FIREBIRD"           
##  [7867] "FIRE BIRD"           "FIREBIRD 2S"         "FIREBOAT XB"        
##  [7870] "FIREBRID"            "FIRESTAR"            "FIRESTER"           
##  [7873] "FIRESTORM"           "FIS"                 "FISION"             
##  [7876] "FISTA"               "FIT"                 "FIT 2D"             
##  [7879] "FIT 2H"              "FIT 2S"              "FIT - 2S"           
##  [7882] "FIT 4D"              "FIT  4D"             "FIT 4 DOOR"         
##  [7885] "FIT 4DR"             "FIT  4DR"            "FIT 4H"             
##  [7888] "FIT 4S"              "FIT / 4S"            "FIT-4S"             
##  [7891] "FIT - 5D"            "FIT SPORT"           "FITT"               
##  [7894] "FITZGERALD"          "FIVE"                "FIVE H"             
##  [7897] "FIVE HUNDERD"        "FIVE HUNDERED"       "FIVEHUNDRED"        
##  [7900] "FIVE HUNDRED"        "FIVE HUNDRED 4S"     "FIVE HUNDREND"      
##  [7903] "FIVE HUNDRRED"       "FIVE HUNUDRED"       "FIV HUNDREDE"       
##  [7906] "FJ"                  "FJ 40"               "FJ BATTLE CRSR"     
##  [7909] "FJC"                 "FJ CRISER"           "FJ CRUISE"          
##  [7912] "FJCRUISER"           "FJ CRUISER"          "FJ CRUISER SUV"     
##  [7915] "FJ CRUS"             "FJCRUSER"            "FJ CRUSER"          
##  [7918] "FJ CRUSIER"          "FJ/SUV"              "FJ VRUISER"         
##  [7921] "FK"                  "FL"                  "FL60"               
##  [7924] "FL70"                "FL70 TRASH TRUC"     "FLARE SIDE"         
##  [7927] "FLAT"                "FLATBED"             "FLAT BED"           
##  [7930] "FLAT BED TK"         "FLAT BED TOW"        "FLATBED TOW"        
##  [7933] "FLAT BED TOW TK"     "FLAT BED TRUCK"      "FLATBED TRUCK"      
##  [7936] "FLAT/TOW"            "FLAT TOW TK"         "FLE"                
##  [7939] "FLEET"               "FLEETWOOD"           "FLEX"               
##  [7942] "FLEX 4D"             "FLEX LIMITED"        "FLEX SEL"           
##  [7945] "FLEX  SUV"           "FLEX SW"             "FLEX TK"            
##  [7948] "FLH"                 "FLHT"                "FLTWOOD LM"         
##  [7951] "FLX"                 "FLYING"              "FM6"                
##  [7954] "FOC 4S"              "FOCIUS"              "FOCS"               
##  [7957] "FOCU"                "FOCUA"               "FOCUS"              
##  [7960] "FOCUS 2D"            "FOCUS 2H"            "FOCUS 2S"           
##  [7963] "FOCUS 4D"            "FOCUS  4D"           "FOCUS - 4 DOOR"     
##  [7966] "FOCUS 4DR"           "FOCUS  4DR"          "FOCUS 4DR HB"       
##  [7969] "FOCUS/4D WAGON"      "FOCUS - 4H"          "FOCUS 4S"           
##  [7972] "FOCUS  4S"           "FOCUS - 4S"          "FOCUS 5DR"          
##  [7975] "FOCUS CAB"           "FOCUSE"              "FOCUS HB"           
##  [7978] "FOCUS LX3"           "FOCUS SE"            "FOCUS  SE"          
##  [7981] "FOCUS SE 4S"         "FOCUS  SES"          "FOCUS ST"           
##  [7984] "FOCUS ST 4D"         "FOCUS SW"            "FOCUS  SW"          
##  [7987] "FOCUS S/W"           "FOCUS TITANIUM"      "FOCUS ZX3"          
##  [7990] "FOCUS ZX5"           "FOCUZ"               "FOESTER"            
##  [7993] "FONTIER"             "FOOD TRUCK"          "FOR"                
##  [7996] "FOR 4D"              "FORCE"               "FORCUS"             
##  [7999] "FORD"                "FORD350"             "FORD4S"             
##  [8002] "FORDF250"            "FORDFOCUS"           "FORD MARQUIS"       
##  [8005] "FORE"                "FORECTER"            "FOREIGNER"          
##  [8008] "FORENZA"             "FORENZA 4S"          "FORENZA - 4S"       
##  [8011] "FORERUNNER"          "FORESER"             "FOREST"             
##  [8014] "FORESTAR"            "FORESTE"             "FORESTED"           
##  [8017] "FORESTER"            "FORESTER 25X"        "FORESTER 2.5X"      
##  [8020] "FORESTER 4D"         "FORESTER 4DR"        "FORESTER, 4DR"      
##  [8023] "FORESTER 4D SW"      "FORESTER 4S"         "FORESTER L AWD"     
##  [8026] "FORESTER SUV"        "FORESTER - SUV"      "FORESTER SW"        
##  [8029] "FORESTER - SW"       "FORESTER TK"         "FORESTER  TK"       
##  [8032] "FORESTER XT"         "FORESTOR"            "FORESTOR SUV"       
##  [8035] "FORESYER"            "FOREZTER"            "FORISTER"           
##  [8038] "FORMULA"             "FORRESETER"          "FORRESSTER"         
##  [8041] "FORRESTER"           "FORRESTER 4D"        "FORRESTER SW"       
##  [8044] "FORRESTOR"           "FORRESTR"            "FORRRESTER"         
##  [8047] "FORRSTER"            "FORSESTER"           "FORSETER"           
##  [8050] "FORSTER"             "FOR SUV"             "FOR SW"             
##  [8053] "FORTA"               "FORTE"               "FORTE 2DR"          
##  [8056] "FORTE 2S"            "FORTE 4D"            "FORTE 4DR"          
##  [8059] "FORTE 4S"            "FORTE, 4S"           "FORTE 4SR"          
##  [8062] "FORTE5"              "FORTE 5"             "FORTE COUP 2DR"     
##  [8065] "FORTE EX"            "FORTTE"              "FOR TWO"            
##  [8068] "FORZA"               "FOSESTER"            "FOUCS"              
##  [8071] "FOUCUS"              "FOUR DOOR"           "FOUR DOOR SEDAN"    
##  [8074] "FOURRUNNER"          "FOUR RUNNER"         "FOUR RUNNER TK"     
##  [8077] "FOUS"                "FOX GL"              "FPACE"              
##  [8080] "F-PACE"              "FPACE SUV"           "FPACK"              
##  [8083] "F PICKUP"            "FPRESTER"            "FR"                 
##  [8086] "FR 2"                "FR3"                 "FR35"               
##  [8089] "FR5"                 "FR6  2DR"            "FRD"                
##  [8092] "FREE LANCER"         "FREELAND"            "FREELANDER"         
##  [8095] "FREE LANDER"         "FREELANDER SUV"      "FREELANDER V6"      
##  [8098] "FREESTAR"            "FREESTARE"           "FREESTAR SE"        
##  [8101] "FREESTAR SEL"        "FREESTAR VAN"        "FREESTAR VN"        
##  [8104] "FREESTAT"            "FREESTLYE"           "FREESTYE"           
##  [8107] "FREESTYLE"           "FREESTYLE SUV"       "FREESTYLE VAN"      
##  [8110] "FREESTYLE VN"        "FREESTYL VN"         "FREIGHT DT"         
##  [8113] "FREIGHTLINER"        "FREIGHT TK"          "FRENZA"             
##  [8116] "FRESH"               "FRESNO"              "FRESTO"             
##  [8119] "FREVIA"              "FRHT"                "FRON"               
##  [8122] "FRON PKTK"           "FRONT"               "FRONTEER"           
##  [8125] "FRONTEIR"            "FRONTER"             "FRONTERA"           
##  [8128] "FRONTIER"            "FRONTIER 4D"         "FRONTIERA"          
##  [8131] "FRONTIER PICK U"     "FRONTIER PICKUP"     "FRONTIER PKTK"      
##  [8134] "FRONTIER PRO-4X"     "FRONTIER PU"         "FRONTIER P/U"       
##  [8137] "FRONTIER/PU"         "FRONTIER PUP"        "FRONTIER P/UP"      
##  [8140] "FRONTIER PU TK"      "FRONTIER TK"         "FRONTIER (TK)"      
##  [8143] "FRONTIER TRK"        "FRONTIER TRUCK"      "FRONTIER X"         
##  [8146] "FRONTIER XE"         "FRON TK"             "FRONT LOADER"       
##  [8149] "FROTE"               "FRS"                 "FR-S"               
##  [8152] "FRS / 2D"            "FRS/2D"              "FRS 2DR"            
##  [8155] "FR-S 2H"             "FRS 2H"              "FRS (2H)"           
##  [8158] "FR-S 2S"             "FRS 2S"              "FRS COUPE"          
##  [8161] "FS35"                "FSERIES"             "F SERIES"           
##  [8164] "F-SERIES"            "F SERIES DUALLY"     "FSERIES PICK UP"    
##  [8167] "F SERIES P/U"        "FSI"                 "F SUPERDUTY"        
##  [8170] "F SUPER DUTY"        "F-SUPERDUTY"         "F-SUPER DUTY"       
##  [8173] "F/SUPERDUTY"         "FSUPER DUTY"         "FT"                 
##  [8176] "FTR"                 "FTR TK"              "FTRUCK"             
##  [8179] "FTT"                 "FTYPE"               "F TYPE"             
##  [8182] "F-TYPE"              "F-TYPE S"            "FUCUS"              
##  [8185] "FUION"               "FUISION"             "FUISON"             
##  [8188] "FULL SIZE BUS"       "FULL SIZE EXPRE"     "FULL SIZE PU"       
##  [8191] "FULL SIZE TRUCK"     "FULL VAN"            "FURENZA"            
##  [8194] "FUS"                 "FUS 4S"              "FUSCIOIN"           
##  [8197] "FUSCION"             "FUSE"                "FUSHION"            
##  [8200] "FUSI 4D"             "FUSIAN"              "FUSIION"            
##  [8203] "FUSIO"               "FUSIOB"              "FUSIOIN"            
##  [8206] "FUSION"              "FUSION 4D"           "FUSION / 4D"        
##  [8209] "FUSION 4DR"          "FUSION  4DR"         "FUSION 4S"          
##  [8212] "FUSION - 4S"         "FUSION/CAB"          "FUSION HYBRID"      
##  [8215] "FUSION HYBRID 4"     "FUSION REG TAXI"     "FUSION SE"          
##  [8218] "FUSION SE 4S"        "FUSION SEL"          "FUSION TAXI"        
##  [8221] "FUSION TAXI REG"     "FUSIRON"             "FUSO"               
##  [8224] "FUSO BOX"            "FUSO BOX TK"         "FUSO BOX TRUCK"     
##  [8227] "FUSO FE160"          "FUSO FGVW 14050"     "FUSO FK260"         
##  [8230] "FUSON"               "FUSO STAKE BODY"     "FUSSION"            
##  [8233] "FUSSION 4DR"         "FUSSUIN"             "FUSUIN"             
##  [8236] "FUTURE CHAMPION"     "FUTURE CHAMPON"      "FUUSION"            
##  [8239] "FX"                  "FX3"                 "FX300"              
##  [8242] "FX34"                "FX35"                "FX 35"              
##  [8245] "FX350"               "FX35 3D"             "FX35 4D"            
##  [8248] "FX 35 SUV"           "FX35 SUV"            "FX35/SUV"           
##  [8251] "FX 35 TK"            "FX35 TK"             "FX37"               
##  [8254] "FX4"                 "FX45"                "FX 45"              
##  [8257] "FX45 4DR"            "FX45 SUV"            "FX50"               
##  [8260] "FX50S"               "FX53"                "FX85"               
##  [8263] "FXR"                 "FZ-07"               "FZ1"                
##  [8266] "FZ6-S"               "FZ8"                 "FZR"                
##  [8269] "FZR600"              "G"                   "G10"                
##  [8272] "G2"                  "G20"                 "G201"               
##  [8275] "G20/4S"              "G20T"                "G230"               
##  [8278] "G25"                 "G2500"               "G25X"               
##  [8281] "G25X 4S"             "G25X  4S"            "G25XS"              
##  [8284] "G26"                 "G27E102N2"           "G3"                 
##  [8287] "G30"                 "G300"                "G30 4DR"            
##  [8290] "G3 2S"               "G34"                 "G35"                
##  [8293] "G 35"                "G350"                "G3500"              
##  [8296] "G3500 GVW 12200"     "G350L"               "G351"               
##  [8299] "G35 2D"              "G35 2DR"             "G35  2DR"           
##  [8302] "G35 2DT"             "G35 2H"              "G35 2S"             
##  [8305] "G35 4D"              "G35 4DR"             "G35 4S"             
##  [8308] "G35S"                "G35S 4DR"            "G35S 4S"            
##  [8311] "G35 SEDAN"           "G35 SKYLINE"         "G35X"               
##  [8314] "G 35X"               "G 35 X"              "G35X  4DR"          
##  [8317] "G35X  4R"            "G35X 4S"             "G35X  4S"           
##  [8320] "G35XS"               "G35X SEDAN"          "G36"                
##  [8323] "G36X"                "G37"                 "G 37"               
##  [8326] "G37 2DR"             "G37 2S"              "G37 4D"             
##  [8329] "G37 4DR"             "G37 (4DR)"           "G37 4S"             
##  [8332] "G37  4S"             "G37 - 4S"            "G375"               
##  [8335] "G37A"                "G37 CONV"            "G37 COUPE"          
##  [8338] "G37 COUPE CV"        "G37N"                "G37S"               
##  [8341] "G37 S"               "G37-S"               "G37 S 2DR"          
##  [8344] "G37S 2/S"            "G37S 4DR"            "G37S 4S"            
##  [8347] "G37 S COUPE"         "G37X"                "G37X 2D"            
##  [8350] "G37X 2DR"            "G37X 2S"             "G37X 4D"            
##  [8353] "G37X 4 DOOR"         "G37X 4DR"            "G37X 4S"            
##  [8356] "G37X5"               "G37XS"               "G 37 XS"            
##  [8359] "G37 XS"              "G37X SEDAN"          "G38"                
##  [8362] "G3S"                 "G3X"                 "G40"                
##  [8365] "G400"                "G45"                 "G5"                 
##  [8368] "G50"                 "G500"                "G 500F"             
##  [8371] "G500 SUV"            "G520"                "G5 2DR"             
##  [8374] "G5 2S"               "G5300"               "G5 300"             
##  [8377] "G5 350"              "G5 4S"               "G55"                
##  [8380] "G550"                "G550 SUV"            "G6"                 
##  [8383] "G/6"                 "G60"                 "G6 2D"              
##  [8386] "G6 2S"               "G63"                 "G63 AMG"            
##  [8389] "G63 SUV"             "G63 - SUV"           "G6 4D"              
##  [8392] "G-6  4DR"            "G6 4DR"              "G6 - 4DR"           
##  [8395] "G6/4DR"              "G6 4S"               "G6 - 4S"            
##  [8398] "G6 / 4S"             "G6, 4S"              "G6 GT"              
##  [8401] "G6 GT 4S"            "G6 GT CN"            "G6 GXP"             
##  [8404] "G6Q"                 "G7"                  "G75"                
##  [8407] "G8"                  "G80"                 "G8 4D"              
##  [8410] "G8 4S"               "G90"                 "GA"                 
##  [8413] "GABLE"               "GABRIO"              "GAL"                
##  [8416] "GAL 4S"              "GALA"                "GALAN"              
##  [8419] "GALANAT"             "GALAND"              "GALANR"             
##  [8422] "GALANT"              "GALA NT"             "GALANT 4D"          
##  [8425] "GALANT/ 4D"          "GALANT - 4 DOOR"     "GALANT 4DR"         
##  [8428] "GALANT  4DR"         "GALANT 4S"           "GALANT - 4S"        
##  [8431] "GALANTA"             "GALANTE"             "GALANT ES"          
##  [8434] "GALANT ES 4D"        "GALANT FE"           "GALANT GS"          
##  [8437] "GALANY"              "GALAT"               "GALAXY"             
##  [8440] "GALEXY"              "GALIANT"             "GALLANT"            
##  [8443] "GALLANT  4DR"        "GALLARDO"            "GALXY"              
##  [8446] "GAND AM"             "GAND CHEROKEE"       "GARBAGE TK"         
##  [8449] "GARBAGE TRUCK"       "GARND MARQ"          "GATOR 50"           
##  [8452] "GATOR 6X4"           "GAW"                 "GC"                 
##  [8455] "GC300"               "GCAR"                "G CARAV"            
##  [8458] "G CARAVAN"           "GCH"                 "G CHEROKEE"         
##  [8461] "G.CHEROKEE"          "G. CHEROKEE"         "GC LAREDO"          
##  [8464] "GD CARAVAN"          "GD CHER"             "GD CHEROKEE SRT"    
##  [8467] "GDI"                 "GD MARQUIS 4S"       "GD VITARA SUV"      
##  [8470] "GE"                  "GEAND CHEROKEE"      "GEESIS"             
##  [8473] "GEN"                 "GEN 2S"              "GENENSIS"           
##  [8476] "GENERAL DUMP TK"     "GENESEIS"            "GENESES"            
##  [8479] "GENESI"              "GENESIS"             "GENESIS 2D"         
##  [8482] "GENESIS 2DR"         "GENESIS  2DR"        "GENESIS 2S"         
##  [8485] "GENESIS - 2S"        "GENESIS 3.8"         "GENESIS 4.6"        
##  [8488] "GENESIS 4D"          "GENESIS 4DR"         "GENESIS 4S"         
##  [8491] "GENESIS COUP"        "GENESIS COUPE"       "GENESIS CP"         
##  [8494] "GENESIS G80"         "GENESS"              "GENESS 4.6"         
##  [8497] "GENESSIS"            "GENIESIS"            "GENISES"            
##  [8500] "GENISIS"             "GENISIS  4DR"        "GENNS"              
##  [8503] "GENS"                "GENSIS"              "GENSSIS"            
##  [8506] "GEO"                 "GEO 4D"              "GEO 4S"             
##  [8509] "GEO METRO"           "GEO PRISM"           "GEO PRISM 4DR"      
##  [8512] "GEO PRIZIM"          "GEOPRIZM"            "GEO PRIZM"          
##  [8515] "GEO TRACKER"         "GES"                 "GETTA"              
##  [8518] "GETTA GLI"           "GF500"               "GFR"                
##  [8521] "G&G TOW TRUCK"       "GG TOW TRUCK"        "GHARGER"            
##  [8524] "GHIBIL"              "GHIBILI 4DR"         "GHIBLI"             
##  [8527] "GHIHLI"              "GHIRI"               "GHOST"              
##  [8530] "GIAMANTI"            "GIULIA"              "GK3"                
##  [8533] "GK 350"              "GL"                  "GL300"              
##  [8536] "GL320"               "GL 320"              "GL320CDI"           
##  [8539] "GL320 SUV"           "GL350"               "GL 350"             
##  [8542] "GL 350 BLUETEC"      "GL350 SUV"           "GL350 (SUV)"        
##  [8545] "GL350 TK"            "GL4"                 "GL40"               
##  [8548] "GL400"               "GL420"               "GL4450"             
##  [8551] "GL450"               "GL 450"              "GL 450 SUV"         
##  [8554] "GL450 SUV"           "GL450/SUV"           "GL450 SUV  4DR"     
##  [8557] "GL459"               "GL50"                "GL550"              
##  [8560] "GL 550"              "GL550 SUV"           "GL550 TK"           
##  [8563] "GL63"                "GL8250"              "GLA"                
##  [8566] "GLA250"              "GLA 250"             "GLA250 SUV"         
##  [8569] "GLA45"               "GLA 45"              "GLA45 AMG"          
##  [8572] "GLADIATOR"           "GLANAT"              "GLANT"              
##  [8575] "GLANTRA"             "GLC"                 "GLC300"             
##  [8578] "GLC 300"             "GLC300 SUV"          "GLE"                
##  [8581] "GLE300D"             "GLE350"              "GLE 350"            
##  [8584] "GLE350 SUV"          "GLE350 TK"           "GLE 400"            
##  [8587] "GLE43"               "GLE 43"              "GLE450"             
##  [8590] "GLE 450 SUV"         "GLE450 SUV"          "GLE63"              
##  [8593] "GLI"                 "GLI JETTA"           "GLK"                
##  [8596] "GLK250"              "GLK 250"             "GLK 300"            
##  [8599] "GLK350"              "GL K350"             "GLK 350"            
##  [8602] "GLK  350"            "GLK350 4D"           "GLK350 SM SUV"      
##  [8605] "GLK350 SU"           "GLK 350 SUV"         "GLK350 SUV"         
##  [8608] "GLK350  SUV"         "GLK350 - SUV"        "GLK350 TK"          
##  [8611] "GLK3E50"             "GLK450"              "GLK 450"            
##  [8614] "GLK 560"             "GLORIA"              "GLS"                
##  [8617] "GLS 330"             "GLS350"              "GLS450"             
##  [8620] "GLS 450"             "GLS550"              "GLS 550"            
##  [8623] "GL SUV"              "GLT"                 "GLT 850"            
##  [8626] "GLX"                 "GLX350"              "GM"                 
##  [8629] "GMC"                 "GMC VAN"             "GMC YUKON XL"       
##  [8632] "GMG"                 "GMRQ"                "GMT400"             
##  [8635] "GMT-400"             "GMW RX-50"           "GNAM"               
##  [8638] "GOAT"                "GOF"                 "GOGUE"              
##  [8641] "GOLANT"              "GOLD"                "GOLD 4DR"           
##  [8644] "GOLDF"               "GOLF"                "GOLF 2.5"           
##  [8647] "GOLF 2D"             "GOLF 2 DR"           "GOLF 2HB"           
##  [8650] "GOLF 2S"             "GOLF 4D"             "GOLF 4DR"           
##  [8653] "GOLF 4H"             "GOLF 4HB"            "GOLF 4R32"          
##  [8656] "GOLF 4S"             "GOLF-4S"             "GOLF CART"          
##  [8659] "GOLF GT"             "GOLF GTI"            "GOLF/GTI"           
##  [8662] "GOLF HB"             "GOLF  S/W"           "GOLF TDI"           
##  [8665] "GOLF   TDI"          "GOLF TSI"            "GP"                 
##  [8668] "GR"                  "GR4S"                "GRA"                
##  [8671] "GRACHEK"             "GRACIA"              "GRAD PRIX"          
##  [8674] "GRAM3"               "GRAM AM"             "GRAN AM"            
##  [8677] "GRAN CARAVAN"        "GRANCHER"            "GRAN CHER"          
##  [8680] "GRAN CHERK"          "GRAN CHEROKEE"       "GRANC PRIX"         
##  [8683] "GRAND"               "GRAND 4D"            "GRANDAM"            
##  [8686] "GRAN D AM"           "GRAND AM"            "GRAND-AM"           
##  [8689] "GRAND AM 2S"         "GRAND AM 4D"         "GRAND AM 4DR"       
##  [8692] "GRAND AM  4DR"       "GRAND AM 4S"         "GRAND AM  4S"       
##  [8695] "GRAND AM -4S"        "GRAND AM - 4S"       "GRAND AM G6"        
##  [8698] "GRAND AM GT"         "GRANDAM GT"          "GRAND ARQ"          
##  [8701] "GRAND ARQUIS"        "GRAND CAR"           "GRAND CARA"         
##  [8704] "GRAND CARAAVAN"      "GRAND CARACAN"       "GRAND CARAV"        
##  [8707] "GRAND CARAVA"        "GRANDCARAVAN"        "GRAND CARAVAN"      
##  [8710] "GRAND CARAVA N"      "GRAND CARAVANA"      "GRAND CARAVANVN"    
##  [8713] "GRAND CARAVN"        "GRAND CARAVON"       "GRAND CARI"         
##  [8716] "GRAND CARIVAN"       "GRAND CARRAVAN"      "GRAND CARV"         
##  [8719] "GRAND CARVAN"        "GRAND CAVARAN"       "GRAND CH"           
##  [8722] "GRAND CHAROKEE"      "GRAND CHE"           "GRAND CHE."         
##  [8725] "GRAND CHEER"         "GRAND CHEEROKE"      "GRAND CHEEROKEE"    
##  [8728] "GRAND CHEK"          "GRAND CHEORKEE"      "GRAND CHER"         
##  [8731] "GRAND CHER."         "GRAND CHEREKEE"      "GRAND CHEREOKE"     
##  [8734] "GRAND CHERK"         "GRAND CHERKEE"       "GRAND CHERO"        
##  [8737] "GRAND CHEROK"        "GRAND CHEROKE"       "GRANDCHEROKEE"      
##  [8740] "GRAND CHEROKEE"      "GRAND  CHEROKEE"     "GRAND CHEROKETK"    
##  [8743] "GRAND CHEROKKE"      "GRAND CHER SUV"      "GRAND CHER TK"      
##  [8746] "GRAND CHK"           "GRAND CHKE"          "GRAND CHOKEE"       
##  [8749] "GRAND CHR"           "GRAND CHREOKEE"      "GRAND CKEROKEE"     
##  [8752] "GRAND CRAVAN"        "GRAND CREROK"        "GRANDE"             
##  [8755] "GRANDE CARAVAN"      "GRANDE MAQUIS"       "GRANDEUR"           
##  [8758] "GRAND GARAVAN"       "GRAND GT"            "GRANDM"             
##  [8761] "GRAND M"             "GRAND MAEQUIS"       "GRAND MAQUI"        
##  [8764] "GRAND MAQUIS"        "GRANDMAR"            "GRAND MAR"          
##  [8767] "GRAND MAR."          "GRAND MAR 4S"        "GRAND MARC"         
##  [8770] "GRAND MARGQUIS"      "GRAND MARGUIS"       "GRAND MARINER"      
##  [8773] "GRAND MARKEE"        "GRANDMARQ"           "GRAND MARQ"         
##  [8776] "GRAND MARQ - 4D"     "GRAND MARQ 4S"       "GRAND MARQIOUS"     
##  [8779] "GRAND MARQIS"        "GRAND MARQOUIS"      "GRAND MARQQUIS"     
##  [8782] "GRAND MARQUE"        "GRAND MARQUEE"       "GRAND MARQUES"      
##  [8785] "GRAND MARQUETTE"     "GRANDMARQUI"         "GRAND MARQUI"       
##  [8788] "GRAND MARQUIE"       "GRAND MARQUIR"       "GRANDMARQUIS"       
##  [8791] "GRAND MARQUIS"       "GRAND-MARQUIS"       "GRAND MARQUIS 4"    
##  [8794] "GRAND MARQUIS4S"     "GRAND MARQUISD"      "GRAND MARQUISE"     
##  [8797] "GRAND MARQUIS G"     "GRAND MARQUIS L"     "GRAND MARQUOIS"     
##  [8800] "GRAND MARRQUIS"      "GRAND MARUI"         "GRAND MARUIS"       
##  [8803] "GRAND MARUIX"        "GRAND MER"           "GRANDMRQ"           
##  [8806] "GRAND P"             "GRAND PRE"           "GRAND PRICE"        
##  [8809] "GRAND PRIM"          "GRANDPRIX"           "GRAND PRIX"         
##  [8812] "GRAND  PRIX"         "GRAND PRIX 2S"       "GRAND PRIX 4D"      
##  [8815] "GRAND PRIX 4DR"      "GRAND PRIX 4D S"     "GRAND PRIX 4S"      
##  [8818] "GRAND PRIX  4S"      "GRAND PRIX - 4S"     "GRANDPRX"           
##  [8821] "GRAND SPORT"         "GRAND TARA"          "GRAND TURISMO S"    
##  [8824] "GRAND VISTA"         "GRAND VITA"          "GRAND VITAR"        
##  [8827] "GRAND VITARA"        "GRAND VITARA 4D"     "GRAND VITARA SU"    
##  [8830] "GRAND VITARA TK"     "GRAND VITARA VN"     "GRAND VITARIA"      
##  [8833] "GRAND VOUYEGER"      "GRANDVOYAGER"        "GRAND VOYAGER"      
##  [8836] "GRANG CARAVAN"       "GRANG MARQUIS"       "GRANITE"            
##  [8839] "GRAN MAR"            "GRAN MAR/4D"         "GRAN MARQ"          
##  [8842] "GRAN MARQUES"        "GRAN MARQUIS"        "GRANP PRIX"         
##  [8845] "GRAN PRIX"           "GRAN PROX"           "GRANTURISMO CN"     
##  [8848] "GRAY"                "GRAYRAV4"            "GR CARAV"           
##  [8851] "GR CARAVAN"          "GR. CARAVAN"         "GR CARAVAN VN"      
##  [8854] "GR. CARAVAN VN"      "GR CARAVN VN"        "GR CARAV VN"        
##  [8857] "GR CARVN VN"         "GR CARV VN"          "GRCHER"             
##  [8860] "GR CHER"             "GR CHER 4D"          "GR CHERK SUV"       
##  [8863] "GR CHERK TK"         "GRCHEROKEE"          "GR CHEROKEE"        
##  [8866] "GR.CHEROKEE"         "GR. CHEROKEE"        "GR CHEROKEE SUV"    
##  [8869] "GR CHEROKEE TK"      "GR CHEROK SUV"       "GR CHEROK TK"       
##  [8872] "GR CHER SUV"         "GR CHER TK"          "GR CHRK SUV"        
##  [8875] "GRD AM"              "GRD CARAVAN"         "GRD CHERK"          
##  [8878] "GRD CHEROKEE"        "GRD CNYN"            "GRD MARQ"           
##  [8881] "GRD MARQ TAXI"       "GRD MARQUIS"         "GRD PR"             
##  [8884] "GREEN"               "GRGRAND CHEREKE"     "GRI"                
##  [8887] "GR MAR"              "GR MARQ"             "GR. MARQ"           
##  [8890] "GR MARQ 4S"          "GR MARQUIS"          "GR MARQUIS 4D"      
##  [8893] "GR. MARQUIS 4D"      "GR MARQUIS 4S"       "GRN CARAVAN"        
##  [8896] "GRN CHER"            "GRN CHERK"           "GRN CHEROK"         
##  [8899] "GRND CARAVA"         "GRND CARAVAN"        "GRND CHER"          
##  [8902] "GRND CHERK  SUV"     "GRND CHEROKEE"       "GRND CHRK"          
##  [8905] "GRND CRVN"           "GRND MAQUIES"        "GRND MAR"           
##  [8908] "GRND MARQ"           "GRND MARQUIS"        "GRND MARX"          
##  [8911] "GRNMARK"             "GRN MARQUIS"         "GRN MRQIS"          
##  [8914] "GROM"                "GR PRIX"             "GR PRIX 4S"         
##  [8917] "GR PRIX V8"          "GRUMMAN"             "GR VITARA"          
##  [8920] "GR VOYAGER"          "GRX4"                "GS"                 
##  [8923] "GS1300"              "GS250"               "GS 250"             
##  [8926] "GS 2D"               "GS300"               "GS 300"             
##  [8929] "GS3000"              "GS 3000"             "GS3001 4S"          
##  [8932] "GS300 4D"            "GS-300 4DR"          "GS300 4DR"          
##  [8935] "GS300  4DR"          "GS 300 4S"           "GS300 4S"           
##  [8938] "GS330"               "GS35"                "GS350"              
##  [8941] "GS 350"              "GS350 4D"            "GS350 4DR"          
##  [8944] "GS 350  4S"          "GS350 4S"            "GS 350 SEDAN"       
##  [8947] "GS359"               "GS37X"               "GS4"                
##  [8950] "GS40"                "GS400"               "GS 400"             
##  [8953] "GS400 4DR"           "GS430"               "GS 430"             
##  [8956] "GS430 4D"            "GS430 5S"            "GS450"              
##  [8959] "GS 450"              "GS4500"              "GS450 4D"           
##  [8962] "GS450H"              "GS 450H"             "GS450H 4D"          
##  [8965] "GS460"               "GS 460"              "GS 4S"              
##  [8968] "GS50"                "GS500"               "GS 500"             
##  [8971] "GS500 MOTO"          "GS550"               "GS600"              
##  [8974] "GS800"               "GS900"               "GS990"              
##  [8977] "GSE"                 "GSF650"              "GSI"                
##  [8980] "GSL"                 "GSR"                 "GSRX"               
##  [8983] "GS-T"                "GSX"                 "GSX1000"            
##  [8986] "GSX600"              "GSX 600"             "GSX-600"            
##  [8989] "GSX600F"             "GSX 650 F"           "GSX750"             
##  [8992] "GSX 750"             "GSXF KATANA"         "GSXR"               
##  [8995] "GSX R"               "GSXR1000"            "GSX-R1000"          
##  [8998] "GSX-R 1000"          "GSXR-1000"           "GSX R1300"          
##  [9001] "GSXR60"              "GSXR600"             "GSX-R600"           
##  [9004] "GSXR 600"            "GSXR750"             "GSX R750"           
##  [9007] "GSX-R750"            "GSXR 750"            "GSXR  MC"           
##  [9010] "GT"                  "GT1"                 "GT 2D"              
##  [9013] "GT 2 DR"             "GT  2S"              "GT/ 2S"             
##  [9016] "GT3"                 "GT3000"              "GT 4D"              
##  [9019] "GT 4S"               "GT5"                 "GT500"              
##  [9022] "GTA"                 "GTC"                 "GT CRUISER"         
##  [9025] "GT G6"               "GT G8"               "GTI"                
##  [9028] "GTI 2.5"             "GTI 2D"              "GTI 2DR"            
##  [9031] "GTI  2DR"            "GTI 2H"              "GTI 2S"             
##  [9034] "GTI  2S"             "GTI - 2S"            "GTI 4D"             
##  [9037] "GTI 4DR"             "GTI  4DR"            "GTI 4S"             
##  [9040] "GTI - 4S"            "GTI 4/S"             "GTI 5H"             
##  [9043] "GTI6"                "GTI GOLF"            "GTI HATCHBACK"      
##  [9046] "GTI TURBO"           "GTI VR6"             "GTL"                
##  [9049] "GT-MC"               "GT MUSTANG"          "GTO"                
##  [9052] "GTO2DR"              "GTO 2S"              "GTOI"               
##  [9055] "GTP"                 "GTR"                 "GT R"               
##  [9058] "GT-R"                "GTR 2D"              "GTR 2S"             
##  [9061] "GTS"                 "GT-S"                "GT-S 2DR"           
##  [9064] "GTSX"                "GTT"                 "GT TWO DOORS"       
##  [9067] "GT V6 2S?"           "GTX"                 "GTZ"                
##  [9070] "GUADRA-DRIVE"        "GUL"                 "GULF"               
##  [9073] "GVT"                 "GX"                  "GX35"               
##  [9076] "GX350"               "GX35X"               "GX37"               
##  [9079] "GX4"                 "GX400"               "GX430"              
##  [9082] "GX450"               "GX 450"              "GX458/SUV"          
##  [9085] "GX460"               "GX 460"              "GX 460 SUV"         
##  [9088] "GX460 SUV"           "GX460  SUV"          "GX460 TK"           
##  [9091] "GX462"               "GX469"               "GX46O"              
##  [9094] "GX47"                "GX470"               "GX 470"             
##  [9097] "GX 470 LAND CRU"     "GX470 SUV"           "GX470  SUV"         
##  [9100] "GX470 (SUV)"         "GX 470 TK"           "GX470 TK"           
##  [9103] "GX473"               "GX5"                 "GX60"               
##  [9106] "GX600"               "GX7"                 "GX8614"             
##  [9109] "GXE"                 "GXR"                 "GXR 600"            
##  [9112] "GXR7"                "GXS"                 "GXSR"               
##  [9115] "GXSR1000"            "GXS-R 750"           "GXSR 750"           
##  [9118] "GXXR"                "GXZR"                "GY6"                
##  [9121] "GYI"                 "GYTR"                "H"                  
##  [9124] "H1"                  "H1  TK"              "H2"                 
##  [9127] "H2 SLT"              "H2 SUV"              "H2 TK"              
##  [9130] "H3"                  "H3-45"               "H3 SU"              
##  [9133] "H3 SUV"              "H3  SUV"             "H3 TK"              
##  [9136] "H4"                  "H5"                  "H5250H"             
##  [9139] "H55"                 "HA-MH"               "HANDY BUS"          
##  [9142] "HARDBODY TK"         "HARD TOP"            "HARIS"              
##  [9145] "HARLEY"              "HATCH"               "HATCHB"             
##  [9148] "HATCHBACK"           "HATCH BACK"          "HATCHBACK 2D"       
##  [9151] "HATCH CT200H"        "HAYABUSA"            "HB"                 
##  [9154] "HB PRIUS"            "HB WAGON"            "HD"                 
##  [9157] "HD2500"              "HD3500"              "HD 3500 TK"         
##  [9160] "HD4X4"               "HD PICK-UP"          "HD VAN"             
##  [9163] "HEALEY"              "HEARSE"              "HEAVY DUTY"         
##  [9166] "HEAVY DUTY DS"       "HENDERSON"           "HENDERSON 3.7 L"    
##  [9169] "HERITAGE"            "HERSE"               "HEVY DUTY"          
##  [9172] "HGH"                 "HGHLANDER"           "HH2"                
##  [9175] "HH3"                 "HHC"                 "HHH"                
##  [9178] "HHL"                 "HHR"                 "HHR 4D"             
##  [9181] "HHR 4S"              "HHR LT"              "HHR LT TK"          
##  [9184] "HHR SS"              "HHR/STWG"            "HHR SUV"            
##  [9187] "HHR  SUV"            "HHR SW"              "HHR   S/W"          
##  [9190] "HHR TK"              "HHR VAN"             "HHR VN"             
##  [9193] "HHT"                 "HIGGHLANDER"         "HIGH"               
##  [9196] "HIGHANDER"           "HIGHKANDER"          "HIGHL"              
##  [9199] "HIGHLABDER"          "HIGHLADER"           "HIGHLAN"            
##  [9202] "HIGHLAND"            "HIGHLANDE"           "HIGHLANDEL"         
##  [9205] "HIGHLANDER"          "HIGH LANDER"         "HIGHLANDER 4D"      
##  [9208] "HIGHLANDER  4DR"     "HIGHLANDER 4S"       "HIGHLANDER 4WD"     
##  [9211] "HIGHLANDER AWD"      "HIGHLANDER HY"       "HIGHLANDER SU"      
##  [9214] "HIGHLANDER SUV"      "HIGHLANDER  SUV"     "HIGHLANDER-SUV"     
##  [9217] "HIGHLANDER T4W"      "HIGHLANDER TK"       "HIGHLANDER/TK"      
##  [9220] "HIGHLANDET"          "HIGHLANDR"           "HIGHLANDRER"        
##  [9223] "HIGHLANEE"           "HIGHLANER"           "HIGHLANFER"         
##  [9226] "HIGHLANGER"          "HIGHLENDER"          "HIGHLLANDER"        
##  [9229] "HIGHLNADER"          "HIGHLNDER"           "HIGHLNDR"           
##  [9232] "HIGHLNDR SUV"        "HIGHMANDER"          "HIGH SUV"           
##  [9235] "HIGHTLAND"           "HIGHTLANDER"         "HIGJLANDER"         
##  [9238] "HIGLANDER"           "HIGNHLANDER"         "HIGNLANDER"         
##  [9241] "HIHLANDER"           "HIIGHLANDER"         "HIIGLANDER"         
##  [9244] "HILANDER"            "HISTORIC"            "HJ8 (4D)"           
##  [9247] "HJL"                 "HL"                  "HL350"              
##  [9250] "HL550"               "HLANDER"             "HMR"                
##  [9253] "HOGHLANDER"          "HOMBRE"              "HOMEMADE"           
##  [9256] "HONDA"               "HONDA  CP"           "HONDA PRIUS"        
##  [9259] "HORIZON"             "HP"                  "HP4"                
##  [9262] "HR"                  "HRDTP"               "HRGER"              
##  [9265] "HRV"                 "HR V"                "HR-V"               
##  [9268] "HRVC"                "HR-V SUV"            "HRV SUV"            
##  [9271] "HS250"               "HS250H"              "HS 250H"            
##  [9274] "HS250 H"             "HS4"                 "HSC"                
##  [9277] "HSE"                 "HSE 4D"              "HSE SPORT"          
##  [9280] "HSE SUV"             "HSE SUV 4DR"         "HSE TRUCK"          
##  [9283] "HSK"                 "HSL"                 "HT"                 
##  [9286] "HTCHBK"              "HTCHBK 4D"           "HT SIDEKICK 4D"     
##  [9289] "HUARN"               "HUGHLANDER"          "HUMAN"              
##  [9292] "HUMAN BEING"         "HUMMER"              "HUMMER 2"           
##  [9295] "HUMMER H3"           "HURACAN"             "HURRICANE"          
##  [9298] "HVR"                 "HVY LAND"            "HX"                 
##  [9301] "HXJ797"              "HY"                  "HY 4DR"             
##  [9304] "HY 4DR PRIUS"        "HYABUSA"             "HYB"                
##  [9307] "HYBIRD"              "HYBR"                "HYBRID"             
##  [9310] "HYBRID 4DR"          "HYBRID CIVIC"        "HYBUSA"             
##  [9313] "HY CAMRY"            "HY CIV 4D"           "HY INSIGHT"         
##  [9316] "HYLANDER"            "HY PRIUS"            "HY / PRIUS"         
##  [9319] "HY  PRIUS 4D"        "HY PRIUS 4D"         "HYUN"               
##  [9322] "HYUN ACCENT"         "HYUNDAI"             "HYUNDAIHB ACCEN"    
##  [9325] "HYUNDIA"             "I"                   "I200"               
##  [9328] "I250"                "I280"                "I-280"              
##  [9331] "I28I"                "I28I CONVERT"        "I3"                 
##  [9334] "I30"                 "I 30"                "I300"               
##  [9337] "I30 4D"              "I30 4DR"             "I30 4S"             
##  [9340] "I30T"                "I 30 T"              "I325"               
##  [9343] "I328"                "I35"                 "I 35"               
##  [9346] "I  35"               "I351"                "I35 4DR"            
##  [9349] "I35 4S"              "I3 REX"              "I4"                 
##  [9352] "I5"                  "I525"                "I5250"              
##  [9355] "I5 250"              "I5 300"              "I5 350"             
##  [9358] "I/6"                 "I8"                  "IA"                 
##  [9361] "IA 4DR"              "IA 4S"               "IA - 4S"            
##  [9364] "IC"                  "IC COUPE"            "ICE CREAM TRUCK"    
##  [9367] "IDN"                 "IDYSSEY"             "IENNA"              
##  [9370] "IINTREPED"           "IL"                  "IL 740"             
##  [9373] "ILK"                 "ILLENIA"             "ILS"                
##  [9376] "ILX"                 "ILX 4D"              "ILX 4DR"            
##  [9379] "ILX 4D SEDAN"        "ILX 4S"              "ILZ"                
##  [9382] "IM"                  "IM3"                 "I M   4DR"          
##  [9385] "IM  4DR"             "IMALIBU"             "IMAPALA"            
##  [9388] "IMOPREZAWG"          "IMOREZA"             "IMP"                
##  [9391] "IMP 2S"              "IMP 4S"              "IMPA"               
##  [9394] "IMPAA"               "IMPAEZA"             "IMPAIA"             
##  [9397] "IMPAL"               "IMPAL 4S"            "IMPALA"             
##  [9400] "IMPALA 2S"           "IMPALA 4D"           "IMPALA/ 4D"         
##  [9403] "IMPALA 4 DOOR"       "IMPALA 4DR"          "IMPALA 4S"          
##  [9406] "IMPALA  4S"          "IMPALA - 4S"         "IMPALA/ 4S"         
##  [9409] "IMPALA LS"           "IMPALA LS  4DR"      "IMPALA LS 4S"       
##  [9412] "IMPALA LT"           "IMPALA  LT"          "IMPALA LT 4S"       
##  [9415] "IMPALA LTZ"          "IMPALA LTZ 4S"       "IMPALA REGENCY"     
##  [9418] "IMPALA SS"           "IMPALA TAXI"         "IMPALA - TAXI"      
##  [9421] "IMPALA X16"          "IMPALE"              "IMPALIA"            
##  [9424] "IMPALLA"             "IMPALS"              "IMPEREZA"           
##  [9427] "IMPERIAL"            "IMPERZA"             "IMPEZA"             
##  [9430] "IMPEZA 4S"           "IMPEZA WRX"          "IMPL"               
##  [9433] "IMPLA"               "IMPLALA"             "IMPLAZA"            
##  [9436] "IMPR"                "IMPRAZA"             "IMPRE"              
##  [9439] "IMPRENZA"            "IMPRES"              "IMPRESA"            
##  [9442] "IMPRESARIO"          "IMPRESSA"            "IMPRESSA WRX"       
##  [9445] "IMPRESZA"            "IMPREXXA"            "IMPREZ"             
##  [9448] "IMPREZA"             "IMPREZA 2S"          "IMPREZA 4"          
##  [9451] "IMPREZA 4D"          "IMPREZA 4DR"         "IMPREZA 4S"         
##  [9454] "IMPREZA  4S"         "IMPREZA - 4S"        "IMPREZA OUTBACK"    
##  [9457] "IMPREZAQ"            "IMPREZAR"            "IMPREZA SPORT"      
##  [9460] "IMPREZA STI"         "IMPREZA SW"          "IMPREZA WAGON"      
##  [9463] "IMPREZA WRX"         "IMPREZA WRX 4D"      "IMPREZA WRX 4S"     
##  [9466] "IMPREZA WRX STI"     "IMPREZE"             "IMPREZIA"           
##  [9469] "IMPREZO"             "IMPREZON"            "IMPREZZA"           
##  [9472] "IMPREZZA 4DR"        "IMPREZZA  CP"        "IMPRZ"              
##  [9475] "IMPRZZA"             "IMPSLA"              "IMP SW"             
##  [9478] "IMP  TAXI"           "IMPULSE"             "IMREZA"             
##  [9481] "IM (SCION) 4D"       "IN"                  "INDTEGRA"           
##  [9484] "INERCEPTOR"          "INFI"                "INFINI"             
##  [9487] "INFINITE"            "INFINITI"            "INFINITY"           
##  [9490] "INPALA"              "INPREDID"            "INPRESA/WRX"        
##  [9493] "INRERSEPTER"         "INS 4S"              "INSIGHT"            
##  [9496] "INSIGHT 2D"          "INSIGHT 2-DR"        "INSIGHT 2S"         
##  [9499] "INSIGHT 4DR"         "INSIGHT HY"          "INSIGHT HYBRID"     
##  [9502] "INSIGHT  HYBRID"     "INSITE"              "INSPIRE"            
##  [9505] "INT"                 "INT 2S"              "INT 4S"             
##  [9508] "INTECEPTOR"          "INTEEGRA"            "INTEG"              
##  [9511] "INTEGEGRA"           "INTEGERA"            "INTEGRA"            
##  [9514] "INTEGRA 2C"          "INTEGRA 2D"          "INTEGRA 2DOOR"      
##  [9517] "INTEGRA 2DR"         "INTEGRA 2H"          "INTEGRA 2S"         
##  [9520] "INTEGRA  2S"         "INTEGRA - 2S"        "INTEGRA 4DR"        
##  [9523] "INTEGRA 4S"          "INTEGRA CP"          "INTEGRA LS"         
##  [9526] "INTEGRE"             "INTEGREA"            "INTEGRIA"           
##  [9529] "INTENGRA"            "INTEPID"             "INTERCEPTOR"        
##  [9532] "INTERGA"             "INTERGRA"            "INTERPED"           
##  [9535] "INTERPID"            "INTL"                "INTR"               
##  [9538] "INTREGA"             "INTREGRA"            "INTREP"             
##  [9541] "INTREPA"             "INTREPED"            "INTREPED 4S"        
##  [9544] "INTREPID"            "INTREPID 4D"         "INTREPID 4DR"       
##  [9547] "INTREPID 4S"         "INTREPIN"            "INTREPIT"           
##  [9550] "INTRIGUE"            "INTRIGUE 4S"         "INTRIGUY"           
##  [9553] "INTRIQUE"            "INTRUGUE"            "ION"                
##  [9556] "ION 2D"              "ION 2S"              "ION 4D"             
##  [9559] "ION (4D)"            "ION 4DOOR"           "ION 4DR"            
##  [9562] "ION 4S"              "ION - 4S"            "IPALA 4DR"          
##  [9565] "IPREZA"              "IQ"                  "IROC-Z"             
##  [9568] "IRS5"                "IS"                  "I S"                
##  [9571] "IS200"               "IS200T"              "IS230 4/S"          
##  [9574] "IS2450"              "IS250"               "IS 250"             
##  [9577] "IS-250"              "IS2500"              "IS 250 2S"          
##  [9580] "IS 250 4D"           "IS250 4D"            "IS 250 4DR"         
##  [9583] "IS 250  4DR"         "IS250 4DR"           "IS 250 4S"          
##  [9586] "IS250 4S"            "IS 250 AWD"          "IS 250 AWD 4S"      
##  [9589] "IS250C"              "IS 250C"             "IS 250 C"           
##  [9592] "IS 250C CN"          "IS250C CN"           "IS 250C CONV"       
##  [9595] "IS259"               "IS 25O"              "IS 269"             
##  [9598] "IS3"                 "IS30"                "IS300"              
##  [9601] "IS 300"              "IS 300  4D"          "IS300 4D"           
##  [9604] "IS 300  4S"          "IS300 4S"            "IS320"              
##  [9607] "IS 325"              "IS350"               "IS 350"             
##  [9610] "IS 3500"             "IS350 4D"            "IS350  4DR"         
##  [9613] "IS350C"              "IS 350C"             "IS 350 C"           
##  [9616] "IS350 C"             "IS 350 SEDAN"        "IS4"                
##  [9619] "IS 4"                "IS 4D"               "IS 4DR"             
##  [9622] "IS5"                 "IS7"                 "IS 750"             
##  [9625] "IS800"               "ISF"                 "IS F"               
##  [9628] "IS-F"                "ISS"                 "ISUZU"              
##  [9631] "IV"                  "IWS"                 "IX35"               
##  [9634] "IX45"                "IXL"                 "IZN"                
##  [9637] "J"                   "J12"                 "J30"                
##  [9640] "J30 4S"              "J30LT"               "J30T"               
##  [9643] "J35"                 "J35 4S"              "J4500 BUS"          
##  [9646] "J50"                 "JAG"                 "JAGUAR"             
##  [9649] "JAZZ"                "J BIRD"              "JBS"                
##  [9652] "JEDI"                "JEEP"                "JEEP 4DR"           
##  [9655] "JEEP SFT TOP"        "JEEP TK"             "JEEP WRANGLER"      
##  [9658] "JET"                 "JETA"                "JETAA"              
##  [9661] "JETT"                "JETTA"               "JETTA 2.5"          
##  [9664] "JETTA 2.5S"          "JETTA 2.5SE"         "JETTA 2.5 SE"       
##  [9667] "JETTA 2D"            "JETTA 2S"            "JETTA4D"            
##  [9670] "JETTA 4D"            "JETTA  4D"           "JETTA 4 DOOR"       
##  [9673] "JETTA 4DR"           "JETTA  4DR"          "JETTA   4DR"        
##  [9676] "JETTA 4D SEDAN"      "JETTA 4H"            "JETTA 4S"           
##  [9679] "JETTA  4S"           "JETTA - 4S"          "JETTA/ 4S"          
##  [9682] "JETTA BORA"          "JETTA DIESEL"        "JETTA DS"           
##  [9685] "JETTA GL"            "JETTA GL1 4D"        "JETTA GLI"          
##  [9688] "JETTA GLS"           "JETTAQ"              "JETTA SDN"          
##  [9691] "JETTA / SDN"         "JETTA SE"            "JETTA SEL"          
##  [9694] "JETTA SPORTWAG"      "JETTA SPORTWAGO"     "JETTA SW"           
##  [9697] "JETTA  S/W"          "JETTA - SW"          "JETTA S/W"          
##  [9700] "JETTA TDI"           "JETTA TDI 4S"        "JETTA TDI WAGON"    
##  [9703] "JETTA TSI"           "JETTA VR6"           "JETTA WAGN"         
##  [9706] "JETTA WAGON"         "JETTA WG"            "JETTA - WG"         
##  [9709] "JETTE"               "JETTEA"              "JETTI"              
##  [9712] "JETTS"               "JETTS SW"            "JETTTA"             
##  [9715] "JETTY"               "JETYA"               "JEYYA"              
##  [9718] "JF"                  "JIGHLANDER"          "JIMMHY"             
##  [9721] "JIMMY"               "JIMMY SUV"           "JIMMY TRUCK"        
##  [9724] "JIMY"                "JK"                  "JK50"               
##  [9727] "JK500T-A"            "JL50QT16"            "JL50-QT4"           
##  [9730] "JL50QT-4"            "JL50QT4 SCOOTER"     "JL50QT-6A SCOOT"    
##  [9733] "JLX"                 "JM3/ CONVERTABL"     "JMSTAR"             
##  [9736] "JORNEY"              "JOUNEY"              "JOUR"               
##  [9739] "JOUREY"              "JOURNERY"            "JOURNET"            
##  [9742] "JOURNET SUV"         "JOURNEY"             "JOURNEY 4S"         
##  [9745] "JOURNEY SUV"         "JOURNEY/SUV"         "JOURNEY SXT"        
##  [9748] "JOURNEY TK"          "JOURNEY VAN"         "JOURNSEY"           
##  [9751] "JOURNY"              "JP TRUCK"            "JPURNEY"            
##  [9754] "JR32"                "JSXR"                "JT"                 
##  [9757] "JTD"                 "JUKE"                "JUKE 4D"            
##  [9760] "JUKE 4W"             "JUKE SUV"            "JUKE   SUV"         
##  [9763] "JUKE - SUV"          "JUKE SW"             "JUKE TK"            
##  [9766] "JURNEY"              "JWTTA"               "JX"                 
##  [9769] "JX35"                "JX 35 SUV"           "JX35 SUV"           
##  [9772] "JX 35 TK"            "JX 35  TK"           "K"                  
##  [9775] "K1300GT"             "K15"                 "K1500"              
##  [9778] "K1500 SILVERADO"     "K1600"               "K2500"              
##  [9781] "K30"                 "K5"                  "K5 4S"              
##  [9784] "K6"                  "KAITONG MC 150C"     "KAWK"               
##  [9787] "KETTA"               "KIA"                 "KINDER CARE BUS"    
##  [9790] "KING RANCH P/U"      "KING VAN"            "KISASKI"            
##  [9793] "KIT"                 "KIZ"                 "KIZANI"             
##  [9796] "KIZASH"              "KIZASHI"             "KIZASKI"            
##  [9799] "KK"                  "KLR650"              "KLX110"             
##  [9802] "KODIAK"              "KODIAK GVW25000"     "KODIAKGVW 26000"    
##  [9805] "KODIAK GVW33000"     "KOMPRESSER"          "KOMPRESSOR"         
##  [9808] "KOVA"                "KROM"                "KS250H 4 DR"        
##  [9811] "KU"                  "KUV"                 "KUV-TRUCK"          
##  [9814] "KX250"               "KX85"                "KZ1000"             
##  [9817] "KZ750"               "L"                   "L100"               
##  [9820] "L180"                "L200"                "L200 4DR"           
##  [9823] "L200 4S"             "L3"                  "L30"                
##  [9826] "L300"                "L 300"               "L300 4DR"           
##  [9829] "L300  4DR"           "L30I"                "L30T"               
##  [9832] "L 30T"               "L30T 4DR"            "L320"               
##  [9835] "L35"                 "L4"                  "L5"                 
##  [9838] "L5 400"              "L5 430"              "L6"                 
##  [9841] "L8000"               "L8000 TRASH TK"      "L9000"              
##  [9844] "L9000 DUMP"          "L9000 DUMP TK"       "LA"                 
##  [9847] "LA430"               "LABARON"             "LABARRON"           
##  [9850] "LAC"                 "LACERN"              "LACERNE"            
##  [9853] "LACHER"              "LACOSSE"             "LACR"               
##  [9856] "LACROSE"             "LACROSS"             "LACROSS  4DR"       
##  [9859] "LACROSSE"            "LACROSSE 4D"         "LACROSSE 4DR"       
##  [9862] "LACROSSE 4S"         "LACROSSE - 4S"       "LACROSSE CXL"       
##  [9865] "LACROSSE CXL 4D"     "LACROSSE CXS"        "LACROSSEE"          
##  [9868] "LAERDO"              "LAGACY"              "LAGACY 4S"          
##  [9871] "LAMOS"               "LANC"                "LANC 4S"            
##  [9874] "LANCE"               "LANCER"              "LANCER 4D"          
##  [9877] "LANCER   4D"         "LANCER 4DR"          "LANCER  4DR"        
##  [9880] "LANCER 4S"           "LANCER - 4S"         "LANCER / 4S"        
##  [9883] "LANCERA"             "LANCER ES 4S"        "LANCER EVO"         
##  [9886] "LANCER EVOLUTIO"     "LANCER LS"           "LANCER RALLY"       
##  [9889] "LANCERS"             "LANCER SPORTBAC"     "LANCHER"            
##  [9892] "LAND"                "LAND CR"             "LAND CRUISE"        
##  [9895] "LANDCRUISER"         "LAND CRUISER"        "LAND  CRUISER"      
##  [9898] "LAND CRUISER TK"     "LAND CRUISR"         "LAND CRUS"          
##  [9901] "LANDCRUSER"          "LAND CRUSER"         "LANDCRUSIER"        
##  [9904] "LAND CRUSIER"        "LAND CRUUISER"       "LAND CURSIER"       
##  [9907] "LANDROV"             "LAND ROV"            "LANDROVER"          
##  [9910] "LAND ROVER"          "LAND ROVER LR3"      "LAND ROVER SPOR"    
##  [9913] "LAND RVR SUV"        "LANDSCAPE"           "LANEER"             
##  [9916] "LANGER"              "LANOS"               "LANSER"             
##  [9919] "LANZER"              "LAPEDO"              "LARADO"             
##  [9922] "LARAMIE"             "LARDEO"              "LARDO"              
##  [9925] "LAREDO"              "LAREDO 4D"           "LAREDO 4DR"         
##  [9928] "LAREDO 4X4"          "LAREDO 4X4 4D"       "LAREDO MP"          
##  [9931] "LAREDO SUV"          "LAREDO TK"           "LAREEDO"            
##  [9934] "LARENDO"             "LARGE BOX TRUCK"     "LARGE TRUCK"        
##  [9937] "LARIAT"              "LARIET"              "LAROSSE"            
##  [9940] "LA SAB"              "LASABER"             "LA SABER"           
##  [9943] "LASABER 4DR"         "LA SABLE"            "LASABRE"            
##  [9946] "LA SABRE"            "LASABRE 4D"          "LASALLE"            
##  [9949] "LASBRE"              "LASEBER"             "LASER R5I"          
##  [9952] "LASER R90I"          "LATIMA"              "LATITUDE"           
##  [9955] "LATITUDE SM SUV"     "LATITUDE SUV"        "LATITUED"           
##  [9958] "LATIUDE"             "LATTITUDE"           "LAURADO"            
##  [9961] "LAZER"               "LAZOR"               "LB50QT"             
##  [9964] "LB50QT-6"            "LBOQT-6"             "LC"                 
##  [9967] "LCF STAKE BODY"      "LD"                  "LD460"              
##  [9970] "LE"                  "LE300"               "LE400"              
##  [9973] "LE 400"              "LE430"               "LE 430"             
##  [9976] "LE450"               "LEAF"                "LEAF 4D"            
##  [9979] "LEAF E"              "LEAF/ TAXI"          "LEAG"               
##  [9982] "LEAGUE"              "LEAP"                "LEBARON"            
##  [9985] "LE BARON"            "LEBARON CONV"        "LEBARON GTC"        
##  [9988] "LEBRITY"             "LECROSSE"            "LECROSSE 4D"        
##  [9991] "LEDEND"              "LEDGEND"             "LEG"                
##  [9994] "LEG 4S"              "LEGAC"               "LEGACT"             
##  [9997] "LEGACT WAGON"        "LEGACY"              "LEGACY 2"           
## [10000] "LEGACY 4D"           "LEGACY 4DR"          "LEGACY  4DR"        
## [10003] "LEGACY 4S"           "LEGACY - 4S"         "LEGACY OUTBACK"     
## [10006] "LEGACYOUTBACKSW"     "LEGACY SDN"          "LEGACY SW"          
## [10009] "LEGACY (SW)"         "LEGACY S/W"          "LEGACY X12/14"      
## [10012] "LEGAND"              "LEGAND 4D"           "LEGANZA"            
## [10015] "LEGANZA 4D"          "LEGAUZA"             "LEGAY"              
## [10018] "LEGCAY"              "LEGCY"               "LEGECY"             
## [10021] "LEGEN"               "LEGENCY"             "LEGEND"             
## [10024] "LEGEND 2DR"          "LEGEND 2S"           "LEGEND 4D"          
## [10027] "LEGEND 4S"           "LEG SW"              "LEO"                
## [10030] "LEOO"                "LERADO"              "LERBARON"           
## [10033] "LESAB"               "LESABER"             "LE SABER"           
## [10036] "LESABLE"             "LE SABLE"            "LES ABLRE"          
## [10039] "LESABRA"             "LESABRE"             "LE SABRE"           
## [10042] "LE SABRE 4D"         "LESABRE 4D"          "LE SABRE 4S"        
## [10045] "LE SABRE  4S"        "LESABRE 4S"          "LESARBE"            
## [10048] "LEXU"                "LEXUS"               "LEXUSES 330"        
## [10051] "LFEX"                "LG"                  "LG BOX TK"          
## [10054] "LG BOX TK MCPS"      "LG BOX TK POSTA"     "LG DELIV TK"        
## [10057] "LG DS ST TK"         "LG DUMP TK"          "LG FED EX BOX T"    
## [10060] "LGT"                 "LG TK"               "LG TK LAWN CARE"    
## [10063] "LG TRASH TK"         "LG TRUCK"            "LG WK VAN"          
## [10066] "LHS"                 "LI"                  "LIB"                
## [10069] "LIBERITY"            "LIBERT"              "LIBERTTY"           
## [10072] "LIBERTY"             "LIBERTY 4D"          "LIBERTY 4X4"        
## [10075] "LIBERTY SUV"         "LIBERTY   SUV"       "LIBERTY TK"         
## [10078] "LIBERY"              "LIBERY X4/14"        "LIBRTY"             
## [10081] "LIB SUV"             "LIERTY"              "LIFT TOW"           
## [10084] "LIKE"                "LIM"                 "LIMITED"            
## [10087] "LIMITED 4D"          "LIMITED 4X4"         "LIMITED  4X4"       
## [10090] "LIMITED EDITION"     "LIMITED SUV"         "LIMO"               
## [10093] "LIMO BUS"            "LIMOSINE"            "LIMO VAN"           
## [10096] "LIMTD"               "LIMTED"              "LINC"               
## [10099] "LINCOLN"             "LINCOLN TWN CAR"     "LINER"              
## [10102] "LJR"                 "LL"                  "LLE"                
## [10105] "LLUMIA"              "LLUMINA"             "LLV-A"              
## [10108] "LLV-A USPS"          "LLX"                 "LM"                 
## [10111] "LN CRUISER TK"       "LND"                 "LND CRUISER TK"     
## [10114] "LND CRUSR TK"        "LND ROVER"           "LNDR TK"            
## [10117] "LOCROSS"             "LOCROSSE"            "LOGANZA"            
## [10120] "LONGBO 49CC"         "LONG DELIVERY T"     "LONG HORN RAM"      
## [10123] "LOREDO"              "LOTUS"               "LOWFLOOR"           
## [10126] "LOW FLOOR"           "LOW FLOOR BUS"       "LR"                 
## [10129] "LR2"                 "LR2 HSE"             "LR2 SE"             
## [10132] "LR2 SIV"             "LR2 SUV"             "LR3"                
## [10135] "LR3 SUV"             "LR3 TRUCK"           "LR4"                
## [10138] "LR 4"                "LR4HSE"              "LR4 HSE"            
## [10141] "LR4 SUV"             "LRO"                 "LRS"                
## [10144] "LS"                  "LS1"                 "LS250"              
## [10147] "LS 250"              "LS260"               "LS300"              
## [10150] "LS 300"              "LS300 4DOOR"         "LS300 4S"           
## [10153] "LS 330"              "LS340"               "LS350"              
## [10156] "LS 350"              "LS400"               "LS 400"             
## [10159] "LS400 4D"            "LS 400 4S"           "LS400 4S"           
## [10162] "LS400  4S"           "LS400L"              "LS420"              
## [10165] "LS430"               "LS 430"              "LS430 4D"           
## [10168] "LS430  4 DOOR"       "LS430 4DR"           "LS430 4S"           
## [10171] "LS43D"               "LS450"               "LS 450"             
## [10174] "LS450 4D"            "LS450L"              "LS460"              
## [10177] "LS 460"              "LS-460"              "LS4601"             
## [10180] "LS460  4D"           "LS 460 4S"           "LS460 4S"           
## [10183] "LS460L"              "LS 460L"             "LS460 L"            
## [10186] "LS460L 4D"           "LS470"               "LS480"              
## [10189] "LS 480"              "LS 4D"               "LS - 4DOOR"         
## [10192] "LS 4S"               "LS600"               "LS600 HL    4DR"    
## [10195] "LS8"                 "LSCAPE TRUCK"        "LSE"                
## [10198] "L SEDAN"             "LSI"                 "LS SPORT"           
## [10201] "LS V*"               "LSV8"                "LS V8"              
## [10204] "LS VR"               "LS VS"               "LSX"                
## [10207] "LT"                  "LT1000"              "LTD"                
## [10210] "LTD CROWN VIC"       "LT DUMP TRUCK"       "LT DUTY"            
## [10213] "LT DUTY SUV"         "LTIMA"               "LTL9000"            
## [10216] "LTO"                 "LTS"                 "LUCCI"              
## [10219] "LUCERENE"            "LUCERINE"            "LUCERN"             
## [10222] "LUCERNCE"            "LUCERNE"             "LUCERNE 4S"         
## [10225] "LUCERNE CXL"         "LUCERNO"             "LUCURNE"            
## [10228] "LUM"                 "LUM 4S"              "LUMIA"              
## [10231] "LUMINA"              "LUMINA 4D"           "LUMINA 4DR"         
## [10234] "LUMINA 4S"           "LUMINA LS"           "LUMINA M VAN"       
## [10237] "LUMINIA"             "LUSTINE"             "LUXUS"              
## [10240] "LVN"                 "LW200"               "LW300"              
## [10243] "LX"                  "LX1"                 "LX150"              
## [10246] "LX 2D"               "LX300"               "LX350"              
## [10249] "LX430"               "LX450"               "LX 450"             
## [10252] "LX459"               "LX460"               "LX 460"             
## [10255] "LX4660"              "LX470"               "LX 470"             
## [10258] "LX470 SUV"           "LX470 TK"            "LX 49CC"            
## [10261] "LX 4S"               "LX5"                 "LX50"               
## [10264] "LX50 SCOOTER"        "LX570"               "LX 570"             
## [10267] "LX5700"              "LX570/SUV"           "LXI"                
## [10270] "LXV6"                "M"                   "M#"                 
## [10273] "M%"                  "M157"                "M17X"               
## [10276] "M2"                  "M2100"               "M 235"              
## [10279] "M235I"               "M 235I"              "M235XI"             
## [10282] "M240"                "M240I"               "M27"                
## [10285] "M3"                  "M30"                 "M300"               
## [10288] "M32"                 "M320"                "M3 2D"              
## [10291] "M3 2 DOOR"           "M3 2DR"              "M3 2DR COUPE"       
## [10294] "M3 2H"               "M3 2S"               "M3  2S"             
## [10297] "M3 4 DOOR"           "M3 4DR"              "M3  4DR"            
## [10300] "M3 4S"               "M35"                 "M350"               
## [10303] "M35 4D"              "M35 -4DOOR"          "M35H"               
## [10306] "M35X"                "M 35 X"              "M35 X"              
## [10309] "M35X 4D"             "M35X  4DR"           "M35X 4S"            
## [10312] "M37"                 "M37S"                "M37X"               
## [10315] "M37X 4D"             "M37X 4S"             "M37X5"              
## [10318] "M37XS"               "M37X SEDAN"          "M3C"                
## [10321] "M3 CN"               "M3  CN"              "M3 CON"             
## [10324] "M3 CONV"             "M3 CONVERT"          "M3 CONVERTIBLE"     
## [10327] "M3DX"                "M3I"                 "M3S"                
## [10330] "M3X"                 "M4"                  "M4 2D"              
## [10333] "M4 2S"               "M45"                 "M 45"               
## [10336] "M45 4S"              "M45JS"               "M45S"               
## [10339] "M45 S"               "M45X"                "M4S"                
## [10342] "M5"                  "M5 4D"               "M5 4S"              
## [10345] "M5/4S"               "M55"                 "M550I"              
## [10348] "M56S"                "M56X"                "M6"                 
## [10351] "M6 2D"               "M6 CONV"             "M6S"                
## [10354] "M6 SUV"              "MA-200"              "MA5"                
## [10357] "MABARON"             "MABEL"               "MABILU"             
## [10360] "MACAN"               "MACAN GTS"           "MACANS"             
## [10363] "MACAN S"             "MACAN TURBO"         "MACCAN"             
## [10366] "MACCORD"             "MACER LS"            "MACIMA"             
## [10369] "MACK TK"             "MACON"               "MACON GT 4D"        
## [10372] "MACON S"             "MADZA3"              "MADZA 3"            
## [10375] "MAG"                 "MAGAUM"              "MAGINUM"            
## [10378] "MAGMUM"              "MAGN"                "MAGNAM"             
## [10381] "MAGNUIM"             "MAGNUM"              "MAGNUM 4S"          
## [10384] "MAGNUM SW"           "MAGNUM S/W"          "MAGNUM SXT"         
## [10387] "MAGNUN"              "MAGUM"               "MAIBU"              
## [10390] "MAIIBU"              "MAILBU"              "MAILIBU"            
## [10393] "MAIL TK"             "MAILTRUCK"           "MAIL TRUCK"         
## [10396] "MAIMA"               "MAINER"              "MAIRAGE"            
## [10399] "MAIXMA"              "MAKINBU"             "MAL"                
## [10402] "MAL 4S"              "MALA"                "MALABOU"            
## [10405] "MALABOU LT"          "MALABU"              "MALB"               
## [10408] "MALBIU"              "MALBU"               "MALI"               
## [10411] "MALI 4S"             "MALIB"               "MALIBAU"            
## [10414] "MALIBO"              "MALIBOU"             "MALIBU"             
## [10417] "MALIBU 2.0T"         "MALIBU 4D"           "MALIBU 4DR"         
## [10420] "MALIBU  4DR"         "MALIBU / 4DR"        "MALIBU 4 DR"        
## [10423] "MALIBU-4DR"          "MALIBU 4S"           "MALIBU - 4S"        
## [10426] "MALIBU / 4S"         "MALIBU 4S`"          "MALIBU/ 4S"         
## [10429] "MALIBUA"             "MALIBUE"             "MALIBUI"            
## [10432] "MALIBU LS"           "MALIBU LT"           "MALIBU LT 4S"       
## [10435] "MALIBU LTZ"          "MALIBU  LTZ"         "MALIBU MAXX"        
## [10438] "MALIBUQ"             "MALIBUR"             "MALIBU SS"          
## [10441] "MALIBU TAXI"         "MALIBY"              "MALIIBU"            
## [10444] "MALINU"              "MALIU"               "MALIUBU"            
## [10447] "MALIVU"              "MALON"               "MALU"               
## [10450] "MALUBU"              "MALUBU 4DR"          "MALUBY"             
## [10453] "MAQZDA6"             "MAR"                 "MARAGE"             
## [10456] "MARANO"              "MARAUDER"            "MARAUDER 4S"        
## [10459] "MARCV"               "MARDA5"              "MARI"               
## [10462] "MARINA"              "MARINEER"            "MARINER"            
## [10465] "MARINER 4WD V6"      "MARINER ESCAPE"      "MARINER HY 4D"      
## [10468] "MARINER SUV"         "MARIS"               "MARIX"              
## [10471] "MARK"                "MARK3"               "MARK 3"             
## [10474] "MARK7"               "MARK 8"              "MARK-8  2DR"        
## [10477] "MARK III"            "MARK LT"             "MARK LT  PICKUP"    
## [10480] "MARK LT TK"          "MARKVII"             "MARK VII"           
## [10483] "MARK VIII"           "MARK XII"            "MARNIER"            
## [10486] "MAROON"              "MARQ"                "MARQUI"             
## [10489] "MARQUIS"             "MARQUIS 4D"          "MARQUIS 4S"         
## [10492] "MAR SUV"             "MARYLAND"            "MASDA 6"            
## [10495] "MASE"                "MASIMA"              "MASTER 796"         
## [10498] "MAT"                 "MATIX"               "MATPIX"             
## [10501] "MATRA"               "MATRI"               "MATRIC"             
## [10504] "MATRIIX"             "MATRIX"              "MATRIX 4D"          
## [10507] "MATRIX 4DR"          "MATRIX 4HB"          "MATRIX 4S"          
## [10510] "MATRIX  4S"          "MATRIX S"            "MATRIX SG"          
## [10513] "MATRIX SW"           "MATRIX XR"           "MATRIZ"             
## [10516] "MATRX"               "MAUBU"               "MAURADER"           
## [10519] "MAURNO"              "MAURON"              "MAX"                
## [10522] "MAX 4D"              "MAX/ 4D"             "MAX 4DR"            
## [10525] "MAX 4S"              "MAXI"                "MAXIA"              
## [10528] "MAXIAM"              "MAXIIMA"             "MAXIIMA 4D"         
## [10531] "MAXIM"               "MAXIMA"              "MAXIMA 2S"          
## [10534] "MAXIMA 3.5"          "MAXIMA 3.5SE"        "MAXIMA 3.5SE 4S"    
## [10537] "MAXIMA 4D"           "MAXIMA 4DR"          "MAXIMA  4DR"        
## [10540] "MAXIMA 4S"           "MAXIMA  4S"          "MAXIMA - 4S"        
## [10543] "MAXIMA, 4S"          "MAXIMAA"             "MAXIMA GLE"         
## [10546] "MAXIMA GLE 4D"       "MAXIMAN"             "MAXIMA SDN"         
## [10549] "MAXIMA SE"           "MAXIMA SE 4D"        "MAXIMA SE 4S"       
## [10552] "MAXIMIA"             "MAXIMMA"             "MAXIMSA"            
## [10555] "MAXIMUA"             "MAXIMUM"             "MAXIMUN"            
## [10558] "MAXINA"              "MAXIUM"              "MAXIUMA"            
## [10561] "MAXMA"               "MAXMIA"              "MAXUIMA"            
## [10564] "MAXX"                "MAYBACH"             "MAZ2 4S"            
## [10567] "MAZ3"                "MAZ 3"               "MAZADA3"            
## [10570] "MAZADA 3"            "MAZAL3"              "MAZD 3"             
## [10573] "MAZD-6"              "MAZD 6 4S"           "MAZDA"              
## [10576] "MAZDA2"              "MAZDA 2"             "MAZDA3"             
## [10579] "MAZDA 3"             "MAZDA-3"             "MAZDA3-4D"          
## [10582] "MAZDA 3 4DR"         "MAZDA3 4DR"          "MAZDA 3 4H"         
## [10585] "MAZDA 3 4S"          "MAZDA3 4S"           "MAZDA3 - 4S"        
## [10588] "MAZDA 3 HATCH"       "MAZDA 3 HB"          "MAZDA5"             
## [10591] "MAZDA 5"             "MAZDA 5 4DR"         "MAZDA 5 SW"         
## [10594] "MAZDA 5  WGN"        "MAZDA6"              "MAZDA 6"            
## [10597] "MAZDA 6 / 4D"        "MAZDA6 4DR"          "MAZDA 6 4H"         
## [10600] "MAZDA 6 4S"          "MAZDA 6  4S"         "MAZDA 6 - 4S"       
## [10603] "MAZDA6 4S"           "MAZDA 6  SD"         "MAZDA 6 STATION"    
## [10606] "MAZDA HB"            "MAZDA S"             "MAZDASPEED"         
## [10609] "MAZDASPEED3"         "MAZDA SPPED"         "MAZIMA"             
## [10612] "MAZINA"              "MBC0885"             "MBX"                
## [10615] "MBY"                 "MC"                  "M/C"                
## [10618] "MC250"               "MC 250"              "MC320"              
## [10621] "MC350"               "MC 600"              "MC 650"             
## [10624] "MC-75-150"           "MC BEAUTIFUL"        "MC CBR1000"         
## [10627] "MC CBR 600"          "MC-D150B"            "MC FAST"            
## [10630] "MC  GSR"             "MC HARLEY STYLE"     "MC/HYABUSA"         
## [10633] "M-CLASS"             "MC METALLIC BLU"     "MC NINJA 650"       
## [10636] "M CONV."             "MC R1"               "MC R6"              
## [10639] "MC  R6"              "MC REVRILLA"         "MC SCOOTER"         
## [10642] "MC SPORT"            "MC SPORT BIKE"       "MC SV1000"          
## [10645] "MCX"                 "MD"                  "MDA"                
## [10648] "MDC"                 "MDK"                 "MDL50Q T-2"         
## [10651] "MDT"                 "MDV"                 "MDX"                
## [10654] "MDX 4D"              "MDX  4D"             "MDX  4DR"           
## [10657] "MDX, 4DR"            "MDX  4DR SUV"        "MDX AWD"            
## [10660] "MDX SU"              "MDX SUV"             "MDX  SUV"           
## [10663] "MDX   SUV"           "MDX - SUV"           "MDX- SUV"           
## [10666] "MDX  SY=UV"          "MDX TK"              "MDX VAN"            
## [10669] "MDZ"                 "MDZ SUV"             "MECURCY"            
## [10672] "MED HVY CONV"        "MELIBU"              "MELLENIA"           
## [10675] "MENZA"               "MERC"                "MERCEDES"           
## [10678] "MERCURY"             "MERINER"             "MERQUIS"            
## [10681] "MERTIS"              "MERZ"                "MERZEDES"           
## [10684] "MET 4S"              "METRIS"              "METRIS VAN"         
## [10687] "METRO"               "METRO 2DR"           "METRO 4S"           
## [10690] "METRO ACCESS"        "METRO ACCESSVAN"     "METRO ACCESS VN"    
## [10693] "METRO BUS"           "METRO  BUS"          "METRO LSI"          
## [10696] "METROPOLITAN"        "METROPOLITAN II"     "METROPOLITAN MO"    
## [10699] "METROPOLITAN SI"     "METROPOLITION"       "METRO VAN"          
## [10702] "METRO    VAN"        "MF150"               "MGN"                
## [10705] "MGS"                 "MH"                  "MI"                 
## [10708] "MI 320"              "MIA"                 "MIAD"               
## [10711] "MIADA"               "MIAT"                "MIATA"              
## [10714] "MIATA 2D"            "MIATA CN"            "MIATA  CN"          
## [10717] "MIATA CONV"          "MIATA CV"            "MIATTA"             
## [10720] "MIEV"                "MIGHTY MAX"          "MIL"                
## [10723] "MILA"                "MILAN"               "MILAN 4D"           
## [10726] "MILAN 4DR"           "MILAN 4S"            "MILAN HYBRID"       
## [10729] "MILANO"              "MILENNIA"            "MILIN"              
## [10732] "MILL"                "MILLAN"              "MILLANIA   4DR"     
## [10735] "MILLENIA"            "MILLENIA 4S"         "MILLENIUM"          
## [10738] "MILLINEA"            "MIN"                 "MINI"               
## [10741] "MINI 2S"             "MINI 4DR"            "MINI ASTRO"         
## [10744] "MINI BIKE"           "MINI COOPER"         "MINI COOPER 2S"     
## [10747] "MINI COOPER EXT"     "MINI COOPER SW"      "MINII VAN"          
## [10750] "MINI ODDYSEY"        "MINI ODYSSEY"        "MINI ROUTAN"        
## [10753] "MINI S"              "MINI SIENNA"         "MINI SPORT BIKE"    
## [10756] "MINI TOWN AND C"     "MINIVAN"             "MINI VAN"           
## [10759] "MINI-VAN"            "MINIVAN CARAVAN"     "MINI VN"            
## [10762] "MINI V SIENNA"       "MINIV SIENNA"        "MINI WINDSTAR"      
## [10765] "MINVAN"              "MIN VAN"             "MIR 2H"             
## [10768] "MIR 4S"              "MIRAGE"              "MIRAGE 4D"          
## [10771] "MIRAGE 4DR"          "MIRAGE 4S"           "MIRAGE - 4S"        
## [10774] "MIRAGE DR"           "MIRAGE ES"           "MIRAGW"             
## [10777] "MIRANO"              "MISTANG"             "MISTIQUE"           
## [10780] "MISTS"               "MIT"                 "MITARA TK"          
## [10783] "MITSUBISHI"          "MIUSTANG"            "MIXER"              
## [10786] "MIXER DS"            "MIXIMA"              "MJSTANG"            
## [10789] "MJZ"                 "MK"                  "MK 500"             
## [10792] "MK7"                 "MKC"                 "MK-C"               
## [10795] "MKE"                 "MKQ"                 "MKS"                
## [10798] "MK S"                "MK S  4D"            "MKS 4D"             
## [10801] "MKS 4S"              "MKS - LIMO"          "MKT"                
## [10804] "MK T"                "MKX"                 "MK X"               
## [10807] "MKX SUV"             "MKZ"                 "MK Z"               
## [10810] "MKZ 4D"              "MKZ   4DR"           "MKZ 4S"             
## [10813] "MKZ SD"              "ML"                  "ML250"              
## [10816] "ML 250"              "ML300"               "ML320"              
## [10819] "ML 320"              "ML320 4D"            "ML320CDI"           
## [10822] "ML 320 CDI"          "ML320 CDI"           "ML 320 CDI SUV"     
## [10825] "ML 320 SUV"          "ML 320 - SUV"        "ML320 SUV"          
## [10828] "ML320 (SUV)"         "ML 320TK"            "ML 320 TK"          
## [10831] "ML320 TK"            "ML320 TRK"           "ML328"              
## [10834] "ML32O"               "ML  32O"             "ML 32 SUV"          
## [10837] "ML330"               "ML 330"              "ML340 SUV"          
## [10840] "ML350"               "ML 350"              "ML350 4D"           
## [10843] "ML350 4DR"           "ML350 4D SUV"        "ML 350 4 MATIC"     
## [10846] "ML350 SU"            "ML350SUV"            "ML 350 SUV"         
## [10849] "ML 350 (SUV)"        "ML 350/ SUV"         "ML350 SUV"          
## [10852] "ML350  SUV"          "ML350 - SUV"         "ML 350 SUV 4 DR"    
## [10855] "ML 350 TK"           "ML350 TK"            "ML 350 TRUCK"       
## [10858] "ML350 X3/16"         "ML3550"              "ML35Q"              
## [10861] "ML 360"              "ML3L0"               "ML400"              
## [10864] "ML 400"              "ML430"               "ML 430"             
## [10867] "ML  430"             "ML430 SUV"           "ML430  SUV"         
## [10870] "ML450"               "ML 450"              "ML500"              
## [10873] "ML 500"              "ML5002005"           "ML 500  SUV"        
## [10876] "ML500 SUV"           "ML500  SUV"          "ML500 TK"           
## [10879] "ML55"                "ML550"               "ML 550"             
## [10882] "ML 550 SUV"          "ML550 SUV"           "ML63"               
## [10885] "ML 63 SUV"           "ML63 SUV"            "ML AMG"             
## [10888] "MLK"                 "MLK320"              "MLK 320"            
## [10891] "MLK350"              "MLK380"              "ML SUV"             
## [10894] "MLT"                 "MMDX"                "MMINIVAN"           
## [10897] "MML550"              "MN"                  "MNTNEER"            
## [10900] "MOBTEGO"             "MODEL"               "MODEL 3"            
## [10903] "MODEL 5"             "MODEL 6"             "MODEL- A"           
## [10906] "MODEL S"             "MODEL S 4D"          "MODEL S 75D"        
## [10909] "MODEL X"             "MODEL X  100D"       "MODEL X TK"         
## [10912] "MODZ 5"              "MOL"                 "MON"                
## [10915] "MONICOOPER"          "MONIVAN"             "MONSTER"            
## [10918] "MONSTER MC"          "MONSTER S2R"         "MON SUV"            
## [10921] "MONT"                "MONTAINEER"          "MONTANA"            
## [10924] "MONTANA VAN"         "MONTANA/VAN"         "MONTANIA VAN"       
## [10927] "MONTANIER"           "MONTANNA"            "MONTARO"            
## [10930] "MONT CARLO"          "MONTE"               "MONTE CALO"         
## [10933] "MONTECARLO"          "MONTE CARLO"         "MONTE CARLO 2D"     
## [10936] "MONTE CARLO 2DR"     "MONTE CARLO 2S"      "MONTE CARLO 4S"     
## [10939] "MONTECARLO CP"       "MONTE CARLOQ"        "MONTECARLOS"        
## [10942] "MONTE CARLOS"        "MONTE CARLO SS"      "MONTE CARO"         
## [10945] "MONTE CAROLO"        "MONTECRISTO"         "MONTE CRISTO"       
## [10948] "MONTEGI"             "MONTEGO"             "MONTEGO/4D"         
## [10951] "MONTEGO 4S"          "MONTENO"             "MONTER CARLO"       
## [10954] "MONTEREY"            "MONTEREY VN"         "MONTERO"            
## [10957] "MONTERO SPORT"       "MONTERO SU"          "MONTERO SUV"        
## [10960] "MONTERO (SUV)"       "MONTERO TK"          "MONTERRO/SUV"       
## [10963] "MONTER SPORT"        "MONTERY"             "MONTE SPORT"        
## [10966] "MONTGO"              "MONTICARLO"          "MONTO CARLO"        
## [10969] "MOPED"               "MORANO"              "MORENO"             
## [10972] "MORISON"             "MORONO"              "MORTONS TOW TRU"    
## [10975] "MOSTANG"             "MOT"                 "MOTE CARLO"         
## [10978] "MOTERCYCLE"          "MOTERO"              "MOTO"               
## [10981] "MOTOR"               "MOTORBIKE"           "MOTORCOACH"         
## [10984] "MOTORCY"             "MOTORCYC"            "MOTORCYCE"          
## [10987] "MOTORCYCL"           "MOTORCYCLE"          "MOTOR CYCLE"        
## [10990] "MOTORCYLCE"          "MOTORCYLE"           "MOTORCYVLE"         
## [10993] "MOTOR SCOOTER"       "MOTORSCOTTER"        "MOTORSPORT"         
## [10996] "MOTORYCLE"           "MOUNT"               "MOUNTA"             
## [10999] "MOUNTAIN"            "MOUNTAINEEER"        "MOUNTAINEER"        
## [11002] "MOUNTAINEER SUV"     "MOUNTAINEER TK"      "MOUNTAINER"         
## [11005] "MOUNTAINER SUV"      "MOUNTAINIER"         "MOUNTANAIR"         
## [11008] "MOUNTANEER"          "MOUNTANIEER"         "MOUNTANIER"         
## [11011] "MOUNTIANEER"         "MOUNTINEER"          "MOUNTNR SUV"        
## [11014] "MOUNT SUV"           "MOURON"              "MOUTAINEER"         
## [11017] "MOUTAINEER SUV"      "MOUTAINNEER"         "MOVING TRUCK"       
## [11020] "MOVING VAN"          "MOX TK"              "MP"                 
## [11023] "MP3"                 "MPC"                 "MPD"                
## [11026] "MPOV"                "MPP"                 "MPV"                
## [11029] "MPV-4D"              "MPVLX"               "MPV LX VAN"         
## [11032] "MPV MINIVAN"         "MPV-MINIVAN"         "MPV  MIN VAN"       
## [11035] "MPV VAN"             "MPV  VAN"            "MPV VN"             
## [11038] "MPV - VN"            "MPX"                 "MPY"                
## [11041] "MPZ"                 "MR"                  "MR2"                
## [11044] "MR2``"               "MR2 2S"              "MR2 - 2S"           
## [11047] "MR2 CONV"            "MR2 CP"              "MR2 SPYDER"         
## [11050] "MR350"               "MROADSTER"           "MRS"                
## [11053] "MRU633"              "MRV"                 "MRX"                
## [11056] "MRY LE"              "MRZ"                 "MS"                 
## [11059] "MS 4D"               "MS5X"                "MS7"                
## [11062] "MS7X  4S"            "MSERIES"             "M SERIES 4S"        
## [11065] "MSP"                 "MSTANG"              "MSZ"                
## [11068] "MT"                  "MTERO SPORT"         "MTNEER"             
## [11071] "MTNEER SUV"          "MTNR 4D"             "MTS"                
## [11074] "MTT"                 "MTX"                 "MTZ"                
## [11077] "MUANO"               "MULTI"               "MULTISTRADA"        
## [11080] "MUR"                 "MURADA"              "MURADER"            
## [11083] "MURAGE"              "MURAN"               "MURAN0"             
## [11086] "MURANA"              "MURANDO"             "MURANE"             
## [11089] "MURANG"              "MURANGO"             "MURANLO"            
## [11092] "MURANO"              "MURANO 4D"           "MURANO CONV"        
## [11095] "MURANO SL"           "MURANO SL AWD"       "MURANO SU"          
## [11098] "MURANO SUV"          "MURANO  SUV"         "MURANO/SUV"         
## [11101] "MURANO TK"           "MURANO/VAN"          "MURANU"             
## [11104] "MURENO"              "MURNO"               "MURONO"             
## [11107] "MURRAND"             "MURRANO"             "MUR SU"             
## [11110] "MUS"                 "MUS 2S"              "MUSANG"             
## [11113] "MUST"                "MUSTABG"             "MUSTAG"             
## [11116] "MUSTAGE"             "MUSTAING"            "MUSTAMG"            
## [11119] "MUSTAN"              "MUSTAND"             "MUSTAND 2DR"        
## [11122] "MUSTAND CONV"        "MUSTANF"             "MUSTANG"            
## [11125] "MUSTANG 2D"          "MUSTANG 2D CONV"     "MUSTANG 2DR"        
## [11128] "MUSTANG / 2DR"       "MUSTANG 2H"          "MUSTANG2S"          
## [11131] "MUSTANG 2S"          "MUSTANG  2S"         "MUSTANG - 2S"       
## [11134] "MUSTANG 5.0"         "MUSTANG CN"          "MUSTANG - CN"       
## [11137] "MUSTANG/CN"          "MUSTANG CNV"         "MUSTANG COBRA"      
## [11140] "MUSTANGCOBRA 2S"     "MUSTANG CONV"        "MUSTANG CONVERT"    
## [11143] "MUSTANG CONVETA"     "MUSTANG COUPE"       "MUSTANG CP"         
## [11146] "MUSTANG CV"          "MUSTANGE"            "MUSTANGE CONV"      
## [11149] "MUSTANG GT"          "MUSTANG GT 2S"       "MUSTANG GT CONV"    
## [11152] "MUSTANG LX 5.0"      "MUSTANG SHELBY"      "MUSTANG SVT"        
## [11155] "MUSTANNG"            "MUSTANT"             "MUSTAUNG"           
## [11158] "MUST CONV"           "MUST - CONV"         "MUST GT CONV"       
## [11161] "MUSTNG"              "MUST/ROUSH"          "MUSTSNG"            
## [11164] "MUTANG"              "MV"                  "M/V"                
## [11167] "MVAN"                "M VAN"               "M-VAN"              
## [11170] "M VAN TAXI"          "MVN"                 "M VN"               
## [11173] "MV/ODYSSEY"          "MVP"                 "MVP- SUV"           
## [11176] "MVP VN"              "MX"                  "MX3"                
## [11179] "MX-3"                "MX35"                "MX37"               
## [11182] "MX5"                 "MX-5"                "MX5 CN"             
## [11185] "MX5/CONV"            "MX-5 MIATA"          "MX5 MIATA"          
## [11188] "MX6"                 "MX 6"                "MX-6"               
## [11191] "MX6 2S"              "MX8"                 "MX9"                
## [11194] "MXD"                 "MXIMA"               "MXK"                
## [11197] "MXS"                 "MXZ"                 "MYATA"              
## [11200] "MYR"                 "MYSTIC"              "MYSTIQUE"           
## [11203] "MYSTIQUE 4S"         "MZ"                  "MZ3"                
## [11206] "MZ6"                 "MZD 2"               "MZDA-6  4DR"        
## [11209] "N"                   "N2O"                 "N35"                
## [11212] "N/A"                 "NAL"                 "NAN"                
## [11215] "NATIONAL"            "NAV"                 "NAV,"               
## [11218] "NAVAGATOR"           "NAVAGOR"             "NAVAIGATOR"         
## [11221] "NAVEGATOR"           "NAVGATOR"            "NAVI"               
## [11224] "NAVIAGATOR"          "NAVIG"               "NAVIGA"             
## [11227] "NAVIGAROR"           "NAVIGATION"          "NAVIGATOR"          
## [11230] "NAVIGATOR SUV"       "NAVIGATOR TK"        "NAVIGTOR"           
## [11233] "NAV SUV"             "NAV TK"              "NCH50"              
## [11236] "NCN"                 "NE2"                 "NEAN"               
## [11239] "NEAON"               "NEAVIGATOR"          "NEON"               
## [11242] "NEON 2D"             "NEON 4D"             "NEON, 4D"           
## [11245] "NEON 4 DOOR"         "NEON 4DR"            "NEON 4S"            
## [11248] "NEON - 4S"           "NEONE"               "NEON SRT4"          
## [11251] "NEON SRT-4"          "NEW BEETLE"          "NEW BEETLE GL"      
## [11254] "NEW FLYER"           "NEW YORK"            "NEW YORKER"         
## [11257] "NI"                  "NIGHTHAWK 250"       "NIGHTSTER"          
## [11260] "NIJA"                "NILLAGER VN"         "NINETYEIGHT"        
## [11263] "NINETY EIGHT"        "NINETY-EIGHT"        "NINGBO"             
## [11266] "NINJA"               "NINJA-250"           "NINJA 600"          
## [11269] "NINJA 636"           "NINJA MC"            "NINJA ZX-10R"       
## [11272] "NINJA ZX-6"          "NINJI"               "NINTY EIGHT"        
## [11275] "NIRO"                "NISS"                "NISSAN"             
## [11278] "NISSAN 4S"           "NISSIAN"             "NITRO"              
## [11281] "NITRO 4X4"           "NITRO50"             "NITRO 50"           
## [11284] "NITRO SLT"           "NITRO SUV"           "NITRO TK"           
## [11287] "NITRP"               "NLR"                 "NOBLE"              
## [11290] "NONDA  CRV"          "NONE"                "NORHTSTAR"          
## [11293] "NORTHSTAR"           "NORTHSTSR"           "NOUVOZ"             
## [11296] "NOVA"                "NO VEHICLE"          "NPR"                
## [11299] "NPR BOX TK"          "NPR BOXTRUCK"        "NPR HD"             
## [11302] "NPRHD BOX TK"        "NPS50"               "NQR"                
## [11305] "NQR BOX"             "NRR"                 "NS60"               
## [11308] "NSX"                 "NTEGRA"              "NUBIRA"             
## [11311] "NUBRIA CDX"          "NUSTANG"             "NV"                 
## [11314] "NV1500"              "NV 1500"             "NV1500 WK VAN"      
## [11317] "NV200"               "NV 200"              "NV200 VAN"          
## [11320] "NV2500"              "NV 2500"             "NV2500 HD"          
## [11323] "NV2500 PANEL TK"     "NV2500 VAN"          "NV2500 WK VAN"      
## [11326] "NV2500 WK VN"        "NV3500"              "NV3500 CARGO"       
## [11329] "NVIGATOR"            "NV VAN"              "NVZ2500 (VAN)"      
## [11332] "NX"                  "NX200"               "NX 200"             
## [11335] "NX2000"              "NX200T"              "NX 200T"            
## [11338] "NX200T MINI SUV"     "NX200T SUV"          "NX300"              
## [11341] "NX300H"              "O"                   "O3"                 
## [11344] "O5"                  "OASIS"               "OASIS LS"           
## [11347] "OASIS (VAN)"         "OBYS"                "OBYSSEY"            
## [11350] "OCL"                 "OD"                  "ODASSEY"            
## [11353] "ODD"                 "ODDESEY"             "ODDESSEY"           
## [11356] "ODDESSY"             "ODDESY"              "ODDISEY"            
## [11359] "ODDISSEY"            "ODDSEY"              "ODDSY"              
## [11362] "ODDY"                "ODDYESSE"            "ODDYSEY"            
## [11365] "ODDYSSEY"            "ODEO"                "ODESDEY"            
## [11368] "ODESEY"              "ODESS"               "ODESSAY"            
## [11371] "ODESSET"             "ODESSEY"             "ODESSEY VAN"        
## [11374] "ODESSEY X 11/13"     "ODESSY"              "ODESSY VAN"         
## [11377] "ODESY"               "ODEYSSE"             "ODEYSSEY"           
## [11380] "ODISSEY"             "ODOYSSEY"            "ODSESSY"            
## [11383] "ODSSEY"              "ODSSY"               "ODSY"               
## [11386] "ODSYSSE"             "ODTSSEY"             "ODUSSEY"            
## [11389] "ODY"                 "ODYDDEY"             "ODYESEY"            
## [11392] "ODYESS"              "ODYESSEY"            "ODYESSY"            
## [11395] "ODYLLEY"             "ODYS"                "ODYSE"              
## [11398] "ODYSEE"              "ODYSEEY"             "ODYSEEY VAN"        
## [11401] "ODYSESEY"            "ODYSESSY"            "ODYSEY"             
## [11404] "ODYSEY VAN"          "ODYSEY VN"           "ODYSS"              
## [11407] "ODYSSE"              "ODYSSE7"             "ODYSSEE"            
## [11410] "ODYSSES"             "ODYSSESY"            "ODYSSET"            
## [11413] "ODYSSE VAN"          "ODYSSE VN"           "ODYSSEY"            
## [11416] "ODYSSEY EX"          "ODYSSEY MINIVAN"     "ODYSSEY  MV"        
## [11419] "ODYSSEY TAXI"        "ODYSSEY TK"          "ODYSSEY VAN"        
## [11422] "ODYSSEY (VAN)"       "ODYSSEYVN"           "ODYSSEY VN"         
## [11425] "ODYSSEY  VN"         "ODYSSEY - VN"        "ODYSSRY"            
## [11428] "ODYSSSEY"            "ODYSSWY"             "ODYSSY"             
## [11431] "ODYSSY VAN"          "ODYS VAN"            "ODYS VN"            
## [11434] "ODY VN"              "ODYYSEEY"            "ODYYSEY"            
## [11437] "ODYZZEY"             "OEX"                 "OFF ROAD 125"       
## [11440] "OHYSSEY"             "OIYBACK"             "OKDYSSEY"           
## [11443] "OLD"                 "OLD ALERO"           "OLDMOBILE"          
## [11446] "OLD PATHFINDER"      "OLDS"                "OLDSMOBILE"         
## [11449] "OLD-UHAUL"           "OLERO"               "OLF GTI"            
## [11452] "OLTMA"               "OMAHA"               "ONCLAVE"            
## [11455] "ONCOURSE"            "OND"                 "OO"                 
## [11458] "OOSX"                "OOUTBACK"            "OPED"               
## [11461] "OPITIMA"             "OPITMA"              "OPT"                
## [11464] "OPT 4S"              "OPTI"                "OPTIMA"             
## [11467] "OPTIMA 4D"           "OPTIMA - 4D"         "OPTIMA 4 DOOR"      
## [11470] "OPTIMA 4DR"          "OPTIMA  4DR"         "OPTIMA 4S"          
## [11473] "OPTIMA - 4S"         "OPTIMA EX"           "OPTIMA EX 4D"       
## [11476] "OPTIMA EX GDI"       "OPTIMA LX"           "OPTIMA LX V6"       
## [11479] "OPTIMA  SX"          "OPTIMA SXL"          "OPTIMIA"            
## [11482] "OPTIMMA"             "OPTIMS"              "OPTIVA"             
## [11485] "OPTMA 4S"            "OPTTUMA"             "OPYIMA"             
## [11488] "OR"                  "ORION"               "ORIUS"              
## [11491] "OROLLA"              "OSX"                 "OSYSSEY"            
## [11494] "OTHER"               "OUEST"               "OUT"                
## [11497] "OUT 4S"              "OUTACK"              "OUTALANDER"         
## [11500] "OUTB"                "OUTBAC"              "OUTBACH"            
## [11503] "OUTBACJ"             "OUTBACK"             "OUTB ACK"           
## [11506] "OUTBACK 3.5R"        "OUTBACK 4D"          "OUTBACK 4DR"        
## [11509] "OUTBACK/ 4H"         "OUTBACK 4S"          "OUTBACK AWD"        
## [11512] "OUTBACK IMPREZA"     "OUTBACK SPORT"       "OUTBACK STI"        
## [11515] "OUTBACK SUV"         "OUTBACK SW"          "OUTBACK - SW"       
## [11518] "OUTBACK S/W"         "OUTBACK WAGON"       "OUTBACL"            
## [11521] "OUTBACT"             "OUTBAKC"             "OUTBCK"             
## [11524] "OUTLANADER"          "OUTLAND"             "OUTLANDER"          
## [11527] "OUTLANDER 4D"        "OUTLANDER SPORT"     "OUTLANDER SUV"      
## [11530] "OUTLANDER (SUV)"     "OUTLANDER SW"        "OUTLANDER TK"       
## [11533] "OUTLANDR"            "OUTLNDER"            "OUTLOCK"            
## [11536] "OUTLOOK"             "OUTLOOK DX"          "OUTLOOK SUV"        
## [11539] "OUTLOOK-SUV"         "OUTLOOK TK"          "OUT SUV"            
## [11542] "OUT SW"              "OVERLAND"            "OVR"                
## [11545] "OX"                  "OX70"                "OXYGEN TRK"         
## [11548] "OYDESSY"             "OYDSSEY"             "OYSSEY"             
## [11551] "OYSSEY TK"           "P"                   "P2D"                
## [11554] "P2H"                 "P2L"                 "P3500"              
## [11557] "P3P"                 "P4"                  "P40"                
## [11560] "P4D"                 "P4H"                 "P4T"                
## [11563] "P5D"                 "P85D"                "P90D"               
## [11566] "PA"                  "PAAS"                "PAASAT"             
## [11569] "PACEMAN"             "PACER"               "PACFICA"            
## [11572] "PACI"                "PACIFCA"             "PACIFER"            
## [11575] "PACIFIA"             "PACIFIC"             "PACIFICA"           
## [11578] "PACIFICA 4D"         "PACIFICA 4S SUV"     "PACIFICA SW"        
## [11581] "PACIFICA  S/W"       "PACIFICA TK"         "PACIFICA VAN"       
## [11584] "PACIFICA VN"         "PACIFICIA"           "PACIFIVA"           
## [11587] "PACIFUCA"            "PACIVICA"            "PAD"                
## [11590] "PAESO"               "PAFI"                "PAHFINDER"          
## [11593] "PAIFICA"             "PAMEMERA S"          "PANAMARA"           
## [11596] "PANAMERA"            "PANAMERA4"           "PANAMERA 4"         
## [11599] "PANAMERA 4D"         "PANAMERA 4S"         "PANAMERA 9"         
## [11602] "PANAMERA GTS"        "PANAMERA TURBO"      "PANAMEREA"          
## [11605] "PANAMERICA"          "PANAREMA"            "PANEL TRUCK"        
## [11608] "PANEL VAN"           "PANEMERA"            "PANGE ROVER SPO"    
## [11611] "PANIGALE"            "PANMERA"             "PARIOT"             
## [11614] "PARISIENNE"          "PARISIENNE 4D"       "PARK"               
## [11617] "PARK AV"             "PARK AVE"            "PARK AVE 4D"        
## [11620] "PARK AVE 4DR"        "PARK AVE 4S"         "PARKAVENUE"         
## [11623] "PARK AVENUE"         "PARK AVENUE 4S"      "PARTRIOT SUV"       
## [11626] "PAS"                 "PAS 4S"              "PASAAT"             
## [11629] "PASAT"               "PASEO"               "PASEO 2S"           
## [11632] "PASI"                "PASO"                "PASS"               
## [11635] "PASSA"               "PASSAAT"             "PASSAI V6"          
## [11638] "PASSANT"             "PASSAT"              "PASSAT 2.0 T"       
## [11641] "PASSAT 4D"           "PASSAT  4D"          "PASSAT 4 DOOR"      
## [11644] "PASSAT 4DR"          "PASSAT  4DR"         "PASSAT 4S"          
## [11647] "PASSAT  4S"          "PASSAT - 4S"         "PASSAT? CC 4S"      
## [11650] "PASSAT/DLR TAG"      "PASSATE"             "PASSAT SE"          
## [11653] "PASSAT SE 4S"        "PASSAT SEL"          "PASSAT STATION"     
## [11656] "PASSAT SW"           "PASSAT  S.W."        "PASSATT"            
## [11659] "PASSAT WAGEN"        "PASSAT WAGON"        "PASSAY"             
## [11662] "PASSENGER"           "PASSENGER CAR"       "PASSEO"             
## [11665] "PASSET"              "PASSETT"             "PASSFINDER"         
## [11668] "PASSIT"              "PASSOT"              "PASSPORT"           
## [11671] "PASSPORT 4D"         "PASSPORT  4DR"       "PASSPORT CN"        
## [11674] "PASSPORT SUV"        "PASSPORT - SUV"      "PASSPORT TK"        
## [11677] "PASSPORT X3"         "PASSSAT 4D"          "PASS SW"            
## [11680] "PASST"               "PASSTAT"             "PASS VAN"           
## [11683] "PAS SW"              "PAT"                 "PATFINDER"          
## [11686] "PATH"                "PATHEFINDER"         "PATHF"              
## [11689] "PATHFIDER"           "PATHFIMDER"          "PATHFIN"            
## [11692] "PATHFIND"            "PATHFINDE"           "PATHFINDER"         
## [11695] "PATH FINDER"         "PATHFINDER`"         "PATHFINDER LE"      
## [11698] "PATHFINDERR"         "PATHFINDER SE"       "PATHFINDER SUV"     
## [11701] "PATHFINDER TK"       "PATHFINDER  VAN"     "PATHFNDER"          
## [11704] "PATHINDER"           "PATHPATHFINDER"      "PATHRINDER"         
## [11707] "PATH SUV"            "PATIROT"             "PATRIO"             
## [11710] "PATRIOT"             "PATRIOT SUV"         "PATRIOT TK"         
## [11713] "PATROIT"             "PATTHFINDER"         "PAVL"               
## [11716] "PAYHFINDER"          "PAYSTAR"             "PAYSTAR 5000 DT"    
## [11719] "PB337"               "PC"                  "P/C"                
## [11722] "PCKUP"               "PC NCI/Y"            "PCP"                
## [11725] "PCV"                 "PCX"                 "PCX 150"            
## [11728] "PD4"                 "PDL"                 "PDS"                
## [11731] "PE"                  "PEACOCK"             "PEACOCK 4D"         
## [11734] "PECTRA"              "PED"                 "PEDESTRIAN"         
## [11737] "PENSKE"              "PENSKE BOX TK"       "PENSKE TRUCK"       
## [11740] "PEOPLE 50"           "PEOPLE S"            "PERLUDE"            
## [11743] "PERSON"              "PETEBUILT"           "PETERBILT"          
## [11746] "PETHFINDER"          "PEVIA"               "PGX"                
## [11749] "PHAETON"             "PHASTON"             "PHB"                
## [11752] "PHE"                 "PI"                  "PICHUP"             
## [11755] "PICK P"              "PICK P TK"           "PICK TRUCK"         
## [11758] "PICKU"               "PICK U"              "PICK UO"            
## [11761] "PICKUP"              "PICK UP"             "PICK  UP"           
## [11764] "PICK - UP"           "PICK-UP"             "PICKUP 2D"          
## [11767] "PICK UP 2DR"         "PICKUPBL"            "PICK UP COLORAD"    
## [11770] "PICKUP F350"         "PICKUP FRONTIER"     "PICKUP/RAM"         
## [11773] "PICK UP S-10"        "PICKUP SLT"          "PICK UP TITAN"      
## [11776] "PICK UP TK"          "PICK-UP TK"          "PICKUP TK"          
## [11779] "PICKUP TRCK"         "PICK UP TRK"         "PICKUP TRK"         
## [11782] "PICK UP TRUCK"       "PICK-UP TRUCK"       "PICKUP TRUCK"       
## [11785] "PICKUP TRUCK SL"     "PICK UP TRUK"        "PICK UP TUNDRA"     
## [11788] "PICK UP XE"          "PICUP F350"          "PIERSPEED"          
## [11791] "PIL"                 "PILAT"               "PILLOT"             
## [11794] "PILOR"               "PILOT"               "PILOT 4D"           
## [11797] "PILOT 4WD"           "PILOT 4WD SUV"       "PILOTS"             
## [11800] "PILOT SU"            "PILOT SUV"           "PILOT  SUV"         
## [11803] "PILOT   SUV"         "PILOT SUV 4D"        "PILOTT"             
## [11806] "PILOT TK"            "PIL SUV"             "PILTO"              
## [11809] "PILTO TK"            "PIO"                 "PIOL"               
## [11812] "PIOLET"              "PIOLIT"              "PIOLOT"             
## [11815] "PIOLT"               "PIONEER"             "PIOT"               
## [11818] "PI;OT"               "PIRIUS"              "PIRUS"              
## [11821] "PISSAT"              "PIVKUP"              "PK"                 
## [11824] "PKTK"                "PK TK"               "PKTK 4X4"           
## [11827] "PKTK F150"           "PKTK SNOW PLOW"      "PKTK W/ CAB"        
## [11830] "PKTK W/ CAMPER"      "PKTK W/ CAP"         "PKTK W/ TRAILER"    
## [11833] "PKUP"                "PK UP"               "PK-UP"              
## [11836] "PLATINUM"            "PLM"                 "PLUMBING TRUCK"     
## [11839] "PLY"                 "PLYM"                "PLYMOUTH"           
## [11842] "PM15"                "P'MASTER CITY"       "PMX"                
## [11845] "POCKET BIKE X7"      "POLICE"              "POLICE INTERCEP"    
## [11848] "POLIT"               "POLOT"               "POMOCO"             
## [11851] "PONTIAC"             "PONTIAC GMC"         "PORCHIA"            
## [11854] "PORSCHE"             "PORTAGE"             "PORTE"              
## [11857] "POSTAL TK"           "POSTAL TRUCK"        "POSTAL VEHICLE"     
## [11860] "POST TRUCK"          "POWER STROKE"        "POWER UNIT"         
## [11863] "POWER WAGON"         "PPK"                 "PPROTEGE"           
## [11866] "PR"                  "PRALUDE"             "PRAM PU"            
## [11869] "PRC"                 "PRD"                 "PRD 4DR SEDAN"      
## [11872] "PREFIA (VAN)"        "PREGO ROMA 150"      "PREIS"              
## [11875] "PREIUS"              "PRELUD"              "PRELUDE"            
## [11878] "PRELUDE 2D"          "PRELUDE / 2DR"       "PRELUDE 2S"         
## [11881] "PREMIER 4S"          "PREMIRE CAB"         "PRERUNNER"          
## [11884] "PRETAGE"             "PREUS"               "PREVA"              
## [11887] "PREVIA"              "PREVIA LE"           "PREVIA VAN"         
## [11890] "PREVIA VN"           "PRI"                 "PRI 4H"             
## [11893] "PRI 4S"              "PRICE"               "PRIES"              
## [11896] "PRIIUS"              "PRILLS"              "PRIOS"              
## [11899] "PRIOUS"              "PRIS"                "PRISIM"             
## [11902] "PRISM"               "PRISM 4DR"           "PRISM 4S"           
## [11905] "PRISM - 4S"          "PRISM/4S"            "PRISM (GEO)"        
## [11908] "PRISUS"              "PRIU"                "PRIUA"              
## [11911] "PRIUD"               "PRIUES"              "PRIUIS"             
## [11914] "PRIUS"               ";PRIUS"              "PRIUS 0 4S"         
## [11917] "PRIUS  2HB"          "PRIUS 4D"            "PRIUS 4D CAB"       
## [11920] "PRIUS 4DR"           "PRIUS  4DR"          "PRIUS 4DR HATCH"    
## [11923] "PRIUS 4H"            "PRIUS  4H"           "PRIUS / 4H"         
## [11926] "PRIUS  4HY"          "PRIUS4S"             "PRIUS 4S"           
## [11929] "PRIUS  4S"           "PRIUS - 4S"          "PRIUS 5D"           
## [11932] "PRIUSC"              "PRIUS C"             "PRIUS-C"            
## [11935] "PRIUS CAB"           "PRIUS/CAB"           "PRIUSE"             
## [11938] "PRIUS HB"            "PRIUS  HB"           "PRIUS HY"           
## [11941] "PRIUS HYBRID"        "PRIUS HYBRID 4S"     "PRIUS PE"           
## [11944] "PRIUS PLUG IN"       "PRIUS  STWGN"        "PRIUS SUN CAB"      
## [11947] "PRIUS SW"            "PRIUS TAXI"          "PRIUS TAXI CAB"     
## [11950] "PRIUSV"              "PRIUS V"             "PRIUX"              
## [11953] "PRIUZ"               "PRIVIA"              "PRIX"               
## [11956] "PRIZ"                "PRIZA"               "PRIZIM"             
## [11959] "PRIZIT"              "PRIZITI"             "PRIZM"              
## [11962] "PRIZM 4D"            "PRIZM 4DR"           "PRIZM 4DS"          
## [11965] "PRIZM 4S"            "PRIZM LS"            "PRIZM LSI"          
## [11968] "PRIZSM"              "PRIZUM"              "PRL"                
## [11971] "PRO"                 "PRO 4X"              "PROBE"              
## [11974] "PROBE 2S"            "PROBE-2S"            "PRODAGE"            
## [11977] "PROMASTER"           "PROMASTER VN"        "PROPEL"             
## [11980] "PRORTEGE"            "PROT"                "PROT 4D"            
## [11983] "PROT 4DR"            "PROT 4S"             "PROTAGE"            
## [11986] "PROTAGE 4S"          "PROTEG5"             "PROTEGE"            
## [11989] "PROTEGE3"            "PROTEGE 4D"          "PROTEGE 4DR"        
## [11992] "PROTEGE  4DR"        "PROTEGE 4S"          "PROTEGE  4S"        
## [11995] "PROTEGE5"            "PROTEGE 5"           "PROTEGE5 SW"        
## [11998] "PROTEGE SW"          "PROTEGO"             "PROTGE"             
## [12001] "PROTIGE"             "PROTO"               "PROTOEGE"           
## [12004] "PROTOGE"             "PROTOGE 4S"          "PROTOGET"           
## [12007] "PROTOJE"             "PROZM"               "PRPTEGE"            
## [12010] "PRS"                 "PRTEGE"              "PRTG"               
## [12013] "PRTOGE"              "PRU"                 "PRUIS"              
## [12016] "PRUIS 4D HB"         "PRUIS  4HB"          "PRUIS C"            
## [12019] "PRUIUS"              "PRUS"                "PRV"                
## [12022] "PRX"                 "PRYUS"               "PSD"                
## [12025] "PSD ACC"             "PSH"                 "PSV"                
## [12028] "PSW"                 "PSX"                 "PT"                 
## [12031] "PTC"                 "PTC 4S"              "PT CR"              
## [12034] "PT CRIUISER"         "PT CRU"              "PT CRUIS"           
## [12037] "PT CRUISEER"         "PTCRUISER"           "PT CRUISER"         
## [12040] "PT  CRUISER"         "PT-CRUISER"          "PT CRUISER 4D"      
## [12043] "PT CRUISER 4S"       "PT CRUISER SW"       "PT CRUISER VN"      
## [12046] "PT CRUISET"          "PT CRUIZER"          "PTCRUOISER"         
## [12049] "PT CRUSER"           "PT CRUSIER"          "PT CRUZER"          
## [12052] "PT CRZ."             "PTHFINDER"           "PTIUS"              
## [12055] "PTOTEGE"             "PT\\ROTEGE"          "PTS"                
## [12058] "PTT"                 "PU"                  "P/U"                
## [12061] "PU 3500"             "PU 4D"               "PU 4D TK"           
## [12064] "P/U 4X4"             "P/U F150"            "PU F150"            
## [12067] "PU F250"             "PU FRONTIER"         "PU FRONTIER TK"     
## [12070] "PU JACKED UP"        "PUP"                 "P UP"               
## [12073] "P-UP"                "P/UP"                "P'UP"               
## [12076] "P/UP TK"             "P-UP TRK"            "P/UP  W/CAP"        
## [12079] "PU QUAD"             "P/U RAM"             "P/U RANGER"         
## [12082] "PU RANGER"           "P/U RIDGELINE"       "PU RIDGELINE"       
## [12085] "PURIS"               "PURSUIT EXPLOR"      "PUSH MSDE D12"      
## [12088] "PUSH-MSDE-D12"       "PUSH-MSDE-D-12"      "P/U SILVERADO"      
## [12091] "PU SILVERADO"        "PU SUBERCAB"         "PUT"                
## [12094] "PU TACOM"            "P/U TACOMA"          "PU TACOMA"          
## [12097] "P/U TK"              "PU TK"               "PU TK  2500"        
## [12100] "PU TK F250 SD"       "PU TK FOOD TK"       "PU TK SNOW PLOW"    
## [12103] "PU TK SUP DUTY"      "PU TK SUPER DUT"     "PU TK TACOMA"       
## [12106] "PU TK WK"            "P/U TRK"             "PU TRK"             
## [12109] "P/U TRUCK"           "PU TRUCK"            "P/U TRUCK SIL"      
## [12112] "PU US POSTAL"        "PU WK"               "P/U WK TK"          
## [12115] "PU WK TK"            "PU Z71"              "PV"                 
## [12118] "PW80"                "PWM 150"             "PX300   (TK)"       
## [12121] "PX330"               "PX35"                "PX350"              
## [12124] "Q"                   "Q15"                 "Q20"                
## [12127] "Q20T"                "Q26"                 "Q2S"                
## [12130] "Q2X"                 "Q3"                  "Q30"                
## [12133] "Q301"                "Q30 4D"              "Q30 4DR"            
## [12136] "Q30 4S"              "Q30 (4S)"            "Q30T"               
## [12139] "Q30T 4DR"            "Q31"                 "Q33"                
## [12142] "Q35"                 "Q35X"                "Q37"                
## [12145] "Q37 4D"              "Q37X"                "Q3 CN"              
## [12148] "Q3O"                 "Q3 SUV"              "Q3 TK"              
## [12151] "Q4"                  "Q40"                 "Q40 4D"             
## [12154] "Q40 4S"              "Q4 4S"               "Q45"                
## [12157] "Q450"                "Q451"                "Q45 4D"             
## [12160] "Q45 4DR"             "Q45 4S"              "Q45A"               
## [12163] "Q45S"                "Q45T"                "Q45T 4S"            
## [12166] "Q45T - 4S"           "Q481"                "Q4S"                
## [12169] "Q4T"                 "Q5"                  "Q50"                
## [12172] "Q5.0"                "Q50 4DR"             "Q50 4S"             
## [12175] "Q505"                "Q50A"                "Q50I"               
## [12178] "Q50S"                "Q50 S"               "Q50S 4DR SEDAN"     
## [12181] "Q5 20T SUV"          "Q56"                 "Q57"                
## [12184] "Q5 SEDAN"            "Q5 SUT"              "Q5 SUV"             
## [12187] "Q5  SUV"             "Q5 , SUV"            "Q5/SUV"             
## [12190] "Q5 TK"               "Q5 - TK"             "Q5 TRUCK"           
## [12193] "Q6"                  "Q60"                 "Q60S"               
## [12196] "Q7"                  "Q70"                 "Q70 AWD 4D"         
## [12199] "Q70L"                "Q70S"                "Q7 4DR SUV"         
## [12202] "Q7 SUV"              "Q7TDI"               "Q7X"                
## [12205] "Q8"                  "Q95"                 "QB"                 
## [12208] "QG"                  "QIEST"               "QJ50QT5"            
## [12211] "QLE 350"             "QLTIMA"              "QP"                 
## [12214] "QT-6 MOPED"          "QTI"                 "QUAREG"             
## [12217] "QUATRO"              "QUATRRO"             "QUATTRA"            
## [12220] "QUATTRAPARTE"        "QUATTRO"             "QUATTRO 7"          
## [12223] "QUATTROPORTE"        "QUATTROPORTE Q"      "QUATTRO TT"         
## [12226] "QUE"                 "QUEST"               "QUEST 3.5 SL"       
## [12229] "QUEST  MINIVAN"      "QUEST MINI-VAN"      "QUEST MVAN"         
## [12232] "QUEST M VAN"         "QUEST, M/VAN"        "QUEST SE"           
## [12235] "QUEST VAN"           "QUEST   VAN"         "QUEST - VAN"        
## [12238] "QUEST / VAN"         "QUEST- VAN"          "QUEST VN"           
## [12241] "QUEST/ VN"           "QUESY"               "QUTARA"             
## [12244] "QUUEST"              "QWEST"               "QX"                 
## [12247] "QX30"                "QX30  SUV"           "QX4"                
## [12250] "QX4 4D"              "QX4 4DR"             "QX460"              
## [12253] "QX4 SIV"             "QX4 SUV"             "QX4 TRUCK"          
## [12256] "QX50"                "QX50 SUV"            "QX56"               
## [12259] "QX 56"               "QX 56 SUV"           "QX56 SUV"           
## [12262] "QX56  SUV"           "QX56 TRUCK"          "QX60"               
## [12265] "QX 60"               "QX600"               "QX60 SU"            
## [12268] "QX60 SUV"            "QX70"                "QX703"              
## [12271] "QX80"                "QX80 SUV"            "QXR"                
## [12274] "QX SUV"              "QZ"                  "QZ56"               
## [12277] "QZ70S"               "R"                   "R05"                
## [12280] "R1"                  "R10"                 "R100"               
## [12283] "R 1200 R  BIKE"      "R-150"               "R1/R6"              
## [12286] "R2"                  "R250"                "R32"                
## [12289] "R320"                "R320CDI"             "R320 CDI"           
## [12292] "R320 SUV"            "R32 2S"              "R330"               
## [12295] "R35"                 "R 3.5"               "R350"               
## [12298] "R 350"               "R350 SPORT UTIL"     "R 350 SUV"          
## [12301] "R350 SUV"            "R350 S.W"            "R350 TRUCK"         
## [12304] "R350 (VAN)"          "R380"                "R4S"                
## [12307] "R5"                  "R500"                "R500 SUV"           
## [12310] "R50X"                "R53  2S"             "R6"                 
## [12313] "R8"                  "R8 2DR"              "R8 SPORTSTER"       
## [12316] "R8WF"                "R9 TRIBECA"          "RA4"                
## [12319] "RA 4"                "RABBIT"              "RABBIT 2.5"         
## [12322] "RABBIT 4H"           "RABBITT"             "RABIT"              
## [12325] "RAC4"                "RACER"               "RACOMA"             
## [12328] "RAGER PU"            "RAIDER"              "RAIDER P/UP"        
## [12331] "RAIDER TK"           "RAIL TK"             "RAINEER"            
## [12334] "RAINER"              "RAINER  SUV"         "RAINER TK"          
## [12337] "RAINIER"             "RAINIER V8 SUV"      "RALLY"              
## [12340] "RALLYE"              "RAM"                 "RAM `"              
## [12343] "RAM1500"             "RAM 1500"            "RAM-1500"           
## [12346] "RAM 1500 CARGO"      "RAM 1500 PU"         "RAM1500 PU"         
## [12349] "RAM 1500 PU TK"      "RAM 1500 SLT"        "RAM 1500 TK"        
## [12352] "RAM 1500 VAN"        "RAM1500 VAN"         "RAM 1500 VN"        
## [12355] "RAM 15OO"            "RAM1600"             "RAM 1800"           
## [12358] "RAM2500"             "RAM 2500"            "RAM 25000"          
## [12361] "RAM2500 P/U"         "RAM 2500 SPRINT"     "RAM 2500 VAN"       
## [12364] "RAM2500 VAN"         "RAM2500 VN"          "RAM3500"            
## [12367] "RAM 3500"            "RAM 3500 BOX"        "RAM 3500 DS"        
## [12370] "RAM 3500 TK"         "RAM 3500 VAN"        "RAM3500 VAN"        
## [12373] "RAM 3500 VN"         "RAM350 GVW10500"     "RAM4500"            
## [12376] "RAM 4500"            "RAM 4X4"             "RAM 4 X 4 PU"       
## [12379] "RAM 500"             "RAM 5500"            "RAM 5500 TK"        
## [12382] "RAM5500 TT"          "RAM B250"            "RAM BIG HORN"       
## [12385] "RAMCHARGER"          "RAM C/V"             "RAMCV VAN"          
## [12388] "RAM DUALLY"          "RAM HEAVY DUTY"      "RAM HEMI 5.7"       
## [12391] "RAMM PICKUP"         "RAM PICK"            "RAM PICKUP"         
## [12394] "RAM PICK UP"         "RAM PICK-UP"         "RAM PICKUP TK"      
## [12397] "RAM PK"              "RAM PKTK"            "RAM PK UP"          
## [12400] "RAM PK UP TK"        "RAM PROMASTER"       "RAM PU"             
## [12403] "RAM  P/U"            "RAM P/U"             "RAM PUP"            
## [12406] "RAM P-UP"            "RAM PU TK"           "RAM  P/U TRUCK"     
## [12409] "RAMPVAN"             "RAMPY"               "RAM SLT"            
## [12412] "RAM SPRINTER"        "RAM TK"              "RAM  TK"            
## [12415] "RAM - TK"            "RAM (TOW)"           "RAM  TOW TRUCK"     
## [12418] "RAM TOW TRUCK"       "RAM TRK"             "RAM TRUCK"          
## [12421] "RAM-TRUCK"           "RA M VAN"            "RAM VAN"            
## [12424] "RAM  VAN"            "RAM (VAN)"           "RAM VAN 2500"       
## [12427] "RAM VN"              "RAM WAGON"           "RAM WORK VN"        
## [12430] "RANCH"               "RANDER"              "RANDER PICK UP"     
## [12433] "RANDOLPH ROAD A"     "RANFE ROVER"         "RANG"               
## [12436] "RANGE"               "RANGE FOVER"         "RANGER"             
## [12439] "RANGER`"             "RANGER 2D"           "RANGE ROOVER"       
## [12442] "RANGE ROV"           "RANGEROVER"          "RANGE ROVER"        
## [12445] "RANGE ROVER 4D"      "RANGEROVER 4D"       "RANGE ROVER HSE"    
## [12448] "RANGEROVER HSF"      "RANGE ROVER SPO"     "RANGE ROVER SPT"    
## [12451] "RANGE ROVER SUV"     "RANGE ROVER TK"      "RANGER PICKUP"      
## [12454] "RANGER PK"           "RANGER PKTK"         "RANGER PKTK CAB"    
## [12457] "RANGER PK-UP"        "RANGER PU"           "RANGER P-U"         
## [12460] "RANGER P/U"          "RANGER PU TK"        "RANGER ROVER"       
## [12463] "RANGER TK"           "RANGER - TK"         "RANGER - TRUCK"     
## [12466] "RANGE RVER"          "RANGE RVR"           "RANGE RVR SPT"      
## [12469] "RANGLER"             "RANGO"               "RANGR"              
## [12472] "RANGROV"             "RANGROVER"           "RANG ROVER"         
## [12475] "RANG TK"             "RANIER"              "RAPIDE"             
## [12478] "RAPTOR"              "RARIS"               "RAUGE"              
## [12481] "RAV"                 "RAV4"                "RAV 4"              
## [12484] "RAV 4`"              "RAV-4"               "RAV4`"              
## [12487] "RAV 4 4D"            "RAV4 4D"             "RAV4 4D SUV"        
## [12490] "RAV4L"               "RAV4 L"              "RAV4  L"            
## [12493] "RAV4 LE"             "RAV4 LIMITED"        "RAV4S"              
## [12496] "RAV 4 SU"            "RAV4 SU"             "RAV 4 SUV"          
## [12499] "RAV 4  SUV"          "RAV-4 SUV"           "RAV-4  SUV"         
## [12502] "RAV4 SUV"            "RAV4  SUV"           "RAV4/SUV"           
## [12505] "RAV4/ SUV"           "RAV4 SW"             "RAV 4 TK"           
## [12508] "RAV 4 /TK"           "RAV4 TK"             "RAV4  TRUCK"        
## [12511] "RAV4  X2/16"         "RAV4 XLE"            "RAV5"               
## [12514] "RAV6"                "RAVA"                "RAVA4"              
## [12517] "RAVA 4"              "RAVA4S"              "RAVA L"             
## [12520] "RAVD"                "RAVE"                "RAVE4"              
## [12523] "RAVE 4"              "RAV L 4WD"           "RAVR"               
## [12526] "RAV-R"               "RAVV 4"              "RB"                 
## [12529] "RBX"                 "RC"                  "RC300"              
## [12532] "RC 300"              "RC350"               "RC 350"             
## [12535] "RC41"                "RCF"                 "R CLASS"            
## [12538] "RCLIPSE"             "RCM50-3E"            "RD"                 
## [12541] "RD 2DR"              "RDC"                 "RD CX"              
## [12544] "RDK"                 "RDV"                 "RDX"                
## [12547] "RDX 4D"              "RDX 4D SUV"          "RDX CROSSOVER"      
## [12550] "RDX  SMALL SUV"      "RDX SUV"             "RDX  SUV"           
## [12553] "RDX SUV 4D"          "RDX TK"              "RDX TURBO"          
## [12556] "RDX TURBO SUV"       "RE"                  "RE400"              
## [12559] "RE50"                "READING"             "REAR LOADER"        
## [12562] "REATTA"              "REBAL"               "REBECK"             
## [12565] "REBEL"               "RECYCLE/TRASH T"     "RECYCLE TRUCK"      
## [12568] "RED"                 "REDC250"             "REDEZVOUS"          
## [12571] "REDNEZVOUS"          "REESTAR"             "REFG BX TK"         
## [12574] "REFRIG"              "REFUGE"              "REFUSE TK"          
## [12577] "REFUSE TRUCK"        "REGAL"               "REGAL 4S"           
## [12580] "REGAL GS"            "REGAL LS"            "REG CAB"            
## [12583] "REGEL"               "REGENCY"             "REGENCY CAB"        
## [12586] "REGENCY TAXI"        "RELAY"               "RELAY/UPLANDER"     
## [12589] "RELAY VAN"           "RELAY VN"            "RELIANT"            
## [12592] "RELIANT 4DR"         "RELUDE"              "REN"                
## [12595] "RENAGADE"            "REND"                "RENDEAVOUS"         
## [12598] "RENDELVOUS"          "RENDEVOUS"           "RENDEVOUZ"          
## [12601] "RENDEZOUS"           "RENDEZUOUS"          "RENDEZVOU"          
## [12604] "RENDEZVOUS"          "RENDEZVOUUS"         "RENDV"              
## [12607] "RENDVZ."             "RENDZV."             "RENEGADE"           
## [12610] "RENEGADE 50"         "RENEGADE SUV"        "RENEGRADE"          
## [12613] "RENGADE"             "RENO"                "RENO 4D"            
## [12616] "RENO 4S"             "RENTAL"              "RENTAL TRUCK"       
## [12619] "REO"                 "RES"                 "REV"                
## [12622] "REVENGED"            "REX"                 "RF600"              
## [12625] "RF-F"                "RFR TK"              "RG"                 
## [12628] "RG4"                 "RGR"                 "RGSX"               
## [12631] "R GSX 600"           "RHL"                 "RHS"                
## [12634] "RIDEGLINE"           "RIDEON"              "RIDE ON"            
## [12637] "RIDE-ON"             "RIDE ON BUS"         "RIDE-ON BUS"        
## [12640] "RIDEON BUS"          "RIDGE"               "RIDGELIBE"          
## [12643] "RIDGELINE"           "RIDGE LINE"          "RIDGELINE 4WD"      
## [12646] "RIDGELINEPKTK"       "RIDGELINE PU"        "RIDGELINER"         
## [12649] "RIDGELINE TK"        "RIDGELINE (TRK)"     "RIDGELN"            
## [12652] "RIDGLINE"            "RIDG LINE"           "RIDGRLINE"          
## [12655] "RIENNA"              "RIG"                 "RIGUE"              
## [12658] "RIO"                 "RIO 4D"              "RIO 4DR"            
## [12661] "RIO 4S"              "RIO5"                "RIO 5"              
## [12664] "RIO 5  4DR"          "RIO5 4DR"            "RIO5 LX"            
## [12667] "RIO LX"              "RIOS 5"              "RIT"                
## [12670] "RIUGE"               "RIUS"                "RIV"                
## [12673] "RIVERA"              "RIVERIA"             "RIVIER"             
## [12676] "RIVIERA"             "RIVIERA - 2H"        "RIVIERA 2S"         
## [12679] "RIVIVAL"             "RIVO"                "RK"                 
## [12682] "RL"                  "RL 3.5"              "RL3.5"              
## [12685] "RL 4D"               "RL 4DR"              "RL  4DR"            
## [12688] "RL 4S"               "RL SEDAN"            "RL SH/AWD"          
## [12691] "RLX"                 "RM1500"              "RM 85"              
## [12694] "RNG"                 "RNGROVER"            "RNG ROVER TK"       
## [12697] "RNG RVR"             "RNG RVR TK"          "RNS"                
## [12700] "ROADEO"              "ROADGLIDE"           "ROAD GLIDE"         
## [12703] "ROADKING"            "ROAD KING"           "ROADMASTER"         
## [12706] "ROAD MASTER"         "ROAD MASTER 4DR"     "ROAD TRACTOR"       
## [12709] "ROAGE"               "ROAUTAN"             "ROBE"               
## [12712] "ROCKPORT TRUCK"      "ROCUS"               "RODE"               
## [12715] "RODE0"               "RODEA"               "RODEO"              
## [12718] "RODEO 4D"            "RODEO SPORT"         "RODEO SUV"          
## [12721] "RODEO TK"            "RODEO  TK"           "RODEO - TK"         
## [12724] "ROD SUV"             "ROG"                 "ROG."               
## [12727] "ROGE"                "ROGU"                "ROGUA"              
## [12730] "ROGUE"               "ROGUE`"              "ROGUE 360 AWDTK"    
## [12733] "ROGUE 4D"            "ROGUE  4D"           "ROGUE   4DR"        
## [12736] "ROGUE  4D SUV"       "ROGUE 4D SUV"        "ROGUE AWD"          
## [12739] "ROGUE RENTAL"        "ROGUE SL AWD"        "ROGUE STA WAG"      
## [12742] "ROGUE SU"            "ROGUE SUV"           "ROGUE  SUV"         
## [12745] "ROGUE   SUV"         "ROGUE - SUV"         "ROGUE SUV 4D"       
## [12748] "ROGUE SV SW"         "ROGUE SW"            "ROGUE TK"           
## [12751] "ROGUS"               "ROHGUE"              "ROHUE"              
## [12754] "ROKETA"              "ROKUS"               "ROLLBACK"           
## [12757] "ROLL BACK"           "ROLL BACK HD TK"     "ROLL BACK REFUS"    
## [12760] "ROLL BACK TOW"       "ROLLBACK TOW"        "ROLL BACK TRASH"    
## [12763] "ROLL OFD"            "ROLLOFF"             "ROLL OFF"           
## [12766] "ROLL-OFF"            "ROLL OFF TRUCK"      "ROLLOFF TRUCK"      
## [12769] "ROLL ON OFF"         "ROLL ON / OFF"       "ROLL ON/OFF"        
## [12772] "ROLLON OFF"          "ROLL ON/OFF TK"      "ROLL ON ROLL OF"    
## [12775] "ROLL ON ROLLOFF"     "ROMA-150CC"          "ROMEO"              
## [12778] "RONDO"               "RONDO LX"            "RONGO"              
## [12781] "RONOC"               "RONOO"               "ROQUE"              
## [12784] "ROUE"                "ROUGE"               "ROUGE SUV"          
## [12787] "ROUGUE"              "ROUGUE SUV"          "ROUTAH"             
## [12790] "ROUTAN"              "ROUTA N"             "ROUTAN MINIVAN"     
## [12793] "ROUTAN M VN"         "ROUTAN VAN"          "ROUTAN/VAN"         
## [12796] "ROUTAN VN"           "ROUTEN VN"           "ROUTON"             
## [12799] "ROVER"               "ROWN VICTORIA"       "ROX"                
## [12802] "ROYAL"               "ROYAL 4D"            "ROYALE"             
## [12805] "RQAV4"               "RR"                  "RR1000"             
## [12808] "RR600"               "RROUGE"              "R R SPORT"          
## [12811] "RR SPORT"            "RR SUV"              "RR TK"              
## [12814] "RRUCK"               "RRV"                 "RRZ"                
## [12817] "RS"                  "RS250"               "RS300"              
## [12820] "RS350"               "RS 350"              "RS4"                
## [12823] "RS5"                 "RS 5"                "RS-5"               
## [12826] "RS5 2H"              "RS5 2S SPORTS C"     "RS6"                
## [12829] "RS7"                 "RSC"                 "RSCAPE"             
## [12832] "RSDC"                "RSS"                 "RS  SUV"            
## [12835] "RSV"                 "RSX"                 "=RSX"               
## [12838] "RSX 2D"              "RSX 2DR"             "RSX 2H"             
## [12841] "RSX 2S"              "RSX350"              "RSX5"               
## [12844] "RSX-5  HB"           "RSX8"                "RSX INTEGRA"        
## [12847] "RSX (INTEGRA)"       "RSXS"                "RSX S"              
## [12850] "RSX-S"               "RSX-S 2S"            "RSXS 2S"            
## [12853] "RSX-S 4S"            "RSX-S INTEGRA"       "RSX SUV"            
## [12856] "RSX TYPE S"          "RT"                  "R/T"                
## [12859] "RTS"                 "RTYPE2S"             "RUBICON"            
## [12862] "RUCCUS SCOOTER"      "RUCK"                "RUCKAS"             
## [12865] "RUCKEN"              "RUCKUS"              "RUCKUS 50"          
## [12868] "RUCUS"               "RUKUS SCOOTER"       "RUN"                
## [12871] "RUNNER"              "RUSTY BIKE"          "RUZE"               
## [12874] "RV"                  "RV4"                 "RV 4"               
## [12877] "RVED"                "RWD"                 "RX"                 
## [12880] "RX168"               "RX200"               "RX250"              
## [12883] "RX250 SUV"           "RX3"                 "RX30"               
## [12886] "RX300"               "RX 300"              "RX3000"             
## [12889] "RX300 4D"            "RX 300/LTD"          "RX300SIL"           
## [12892] "RX 300 SUV"          "RX300 SUV"           "RX300 TK"           
## [12895] "RX320"               "RX330"               "RX 330"             
## [12898] "RX 330 SUV"          "RX 330/ SUV"         "RX330 SUV"          
## [12901] "RX330 TK"            "RX3330"              "RX33D"              
## [12904] "RX33O"               "RX350"               "RX 350"             
## [12907] "RX3500"              "RX350 4D"            "RX350 4DR"          
## [12910] "RX350 / 4DR"         "RX350, 4DR"          "RX350 4D SUV"       
## [12913] "RX350 SU"            "RX 350 SUV"          "RX350 SUV"          
## [12916] "RX350  SUV"          "RX 350 TK"           "RX350 TK"           
## [12919] "RX350   TK"          "RX359"               "RX359 SUV"          
## [12922] "RX360"               "RX380"               "RX390"              
## [12925] "RX40"                "RX400"               "RX 400"             
## [12928] "RX  400"             "RX4000"              "RX 4000"            
## [12931] "RX400H"              "RX 400H"             "RX400H SUV"         
## [12934] "RX400 SUV"           "RX430"               "RX430H"             
## [12937] "RX450"               "RX 450"              "RX4500"             
## [12940] "RX450H"              "RX 450H"             "RX 450 H"           
## [12943] "RX450H, 4DR"         "RX 450H SUV"         "RX450H SUV"         
## [12946] "RX450 SUV"           "RX470"               "RX5"                
## [12949] "RX500"               "RX530"               "RX5450H"            
## [12952] "RX6"                 "RX7"                 "RX-7"               
## [12955] "RX8"                 "RX 8"                "RX-8"               
## [12958] "RX800"               "RX 8  2DR"           "RX8 2S"             
## [12961] "RX8  2S"             "RX-8  4S"            "RX850"              
## [12964] "RX880"               "RX990"               "RXD"                
## [12967] "RXE"                 "RXL"                 "RXS"                
## [12970] "RX SUV"              "RX    SUV"           "RX TK"              
## [12973] "RZ330"               "RZX"                 "S"                  
## [12976] "S1"                  "S10"                 "S 10"               
## [12979] "S-10"                "S100"                "S1000"              
## [12982] "S1000R"              "S1000RR"             "S1000RR MC"         
## [12985] "S-10 BLAZER"         "S10 BLAZER"          "S10 - BLAZER"       
## [12988] "S-10 PICKUP"         "S10 PICKUP"          "S10 PICK UP"        
## [12991] "S10 PICK UP TK"      "S10 PKTK"            "S-10 PK-UP"         
## [12994] "S10 PU"              "S10 P/U TRUCK"       "S-10 TK"            
## [12997] "S10 TK"              "S10 TRUCK"           "S10 - TRUCK"        
## [13000] "S-10 XTREME"         "S13"                 "S1900"              
## [13003] "S1L"                 "S1 LIGHTNING"        "S2"                 
## [13006] "S20"                 "S200"                "S2000"              
## [13009] "S 2000"              "S2000  CN"           "S2000 CONV"         
## [13012] "S220"                "S2400"               "S250"               
## [13015] "S 250"               "S251"                "S270"               
## [13018] "S28I"                "S29"                 "S2K"                
## [13021] "S2S"                 "S3"                  "S-3"                
## [13024] "S30"                 "S300"                "S30 4S"             
## [13027] "S30I"                "S320"                "S 320"              
## [13030] "S320 - 4S"           "S340"                "S35"                
## [13033] "S350"                "S 350"               "S350 4S"            
## [13036] "S351"                "S35I"                "S4"                 
## [13039] "S40"                 "S 40"                "S401"               
## [13042] "S-40 4D"             "S40 4D"              "S40 4 DOOR"         
## [13045] "S 40 4DR"            "S40 4S"              "S40 / 4S"           
## [13048] "S40 SEDAN"           "S40T"                "S420"               
## [13051] "S 420"               "S420 4S"             "S4 2DOOR"           
## [13054] "S43"                 "S430"                "S 430"              
## [13057] "S-430"               "S430 4D"             "S430 4DR"           
## [13060] "S430  4DR"           "S430 / 4DR"          "S 430 4S"           
## [13063] "S430 4S"             "S4 4D"               "S4   4DR"           
## [13066] "S4 4S"               "S450"                "S451"               
## [13069] "S460"                "S4D"                 "S4O"                
## [13072] "S4S"                 "S4 S/W"              "S5"                 
## [13075] "S 5"                 "S50"                 "S500"               
## [13078] "S 500"               "S5000"               "S500 4D"            
## [13081] "S500 4 DOOR"         "S500 4DR"            "S500 4S"            
## [13084] "S 500 AMG"           "S50 4DS"             "S5 2D"              
## [13087] "S5/2D"               "S5 2H"               "S530"               
## [13090] "S55"                 "S550"                "S 550"              
## [13093] "S550 4D"             "S550 4DR"            "S550  4DR"          
## [13096] "S550 4S"             "S550  4S"            "S 550 AMG"          
## [13099] "S550V"               "S550V4"              "S5550"              
## [13102] "S55AMG"              "S55 AMG"             "S55O"               
## [13105] "S5 AUDI 2/S"         "S5 CONVERT."         "S5 CONVERTABLE"     
## [13108] "S5 CV"               "S6"                  "S60"                
## [13111] "S 60"                "S-60"                "S600"               
## [13114] "S600 4S"             "S 60 4D"             "S60 4D"             
## [13117] "S 60 4DR"            "S60 4DR"             "S60  4DR"           
## [13120] "S 60 4S"             "S 60/ 4S"            "S60 4S"             
## [13123] "S60  4S"             "S60T5"               "S60 T5"             
## [13126] "S62"                 "S63"                 "S63 4D"             
## [13129] "S65"                 "S6F"                 "S7"                 
## [13132] "S70"                 "S 70"                "S70 2S"             
## [13135] "S70 4D"              "S70 4DR"             "S70 4S"             
## [13138] "S70  4S"             "S8"                  "S80"                
## [13141] "S 80"                "S80 4D"              "S80 - 4D"           
## [13144] "S80/4D"              "S80 4S"              "S 80 76"            
## [13147] "S80 SEDAN"           "S80 T6"              "S82"                
## [13150] "S8 4D"               "S8 (4D SEDAN)"       "S89"                
## [13153] "S8 QUATTRO"          "S9"                  "S90"                
## [13156] "S 90"                "S90 4D"              "S90 4S"             
## [13159] "S90 SEDAN"           "S990"                "SAANA"              
## [13162] "SABEL"               "SABER"               "SABL"               
## [13165] "SABLE"               "SABLE 4D"            "SABLE 4DR"          
## [13168] "SABLE 4S"            "SABLE GS"            "SABLE LS"           
## [13171] "SABLE SW"            "SABLE  SW"           "SABRE"              
## [13174] "SABRIO"              "SABTA FE"            "SABURBAN"           
## [13177] "SACOYA"              "SADAN"               "SADONA"             
## [13180] "SAEBRING"            "SAFARI"              "SAFARI VAN"         
## [13183] "SAFARI VN"           "SAFEWAY"             "SAFFARI"            
## [13186] "SAHARA"              "SAHARRA"             "SALANTRA"           
## [13189] "SALARA"              "SALEEN"              "SALERA"             
## [13192] "SALONTRA"            "SALORR"              "SALRA"              
## [13195] "SAMURAI"             "SAN"                 "SANAFE"             
## [13198] "SANA FE"             "SANATA"              "SANATA FE"          
## [13201] "SANATRA"             "SANDA FE"            "SANE FE"            
## [13204] "SANOMA"              "SANOTA"              "SANRA FE"           
## [13207] "SANTA"               "SANTA DE"            "SANTAF"             
## [13210] "SANTA F"             "SANTAFA"             "SANTA FA"           
## [13213] "SANTAFAE"            "SANTA FAE"           "SANTAFE"            
## [13216] "SANTA FE"            "SANTA  FE"           "SANTA FE 4D"        
## [13219] "SANTA FE, 4DR"       "SANTA FE 4D SUV"     "SANTAFEA"           
## [13222] "SANTA FEA"           "SANTA FEE"           "SANTA FEI"          
## [13225] "SANTA FEIR"          "SANTA FE SPORT"      "SANTAFE SPORT"      
## [13228] "SANTA FE SUV"        "SANTA FE  SUV"       "SANTA FE TK"        
## [13231] "SANTAFEY"            "SANTA FIA"           "SANTA FW"           
## [13234] "SANTA GE"            "SANTEE"              "SANTEFA"            
## [13237] "SANTEFE"             "SANTE FE"            "SANTE  FE"          
## [13240] "SANTE FE SUB"        "SANTE FE SUV"        "SANTE FETK"         
## [13243] "SANTE FE VAN"        "SANT FA"             "SANTFE"             
## [13246] "SANT FE"             "SANTRA"              "SARARI"             
## [13249] "SARENTO"             "SATA FE"             "SATURN"             
## [13252] "SATURN 4DR"          "SAV"                 "SAVAHNA WK VAN"     
## [13255] "SAVAN"               "SAVANA"              "SAVANAH"            
## [13258] "SAVANA VAN"          "SAVANA- VAN"         "SAVANA/VAN"         
## [13261] "SAVANA VN"           "SAVANA  VN"          "SAVANHA"            
## [13264] "SAVANNA"             "SAVANNA 3500"        "SAVANNAH"           
## [13267] "SAVANNA PRO"         "SAVANNA VN"          "SAVANS VAN"         
## [13270] "SAVAVA"              "SB"                  "SBBO"               
## [13273] "SBL"                 "SBRING"              "SB SW"              
## [13276] "SBURBAN"             "SC"                  "SC2"                
## [13279] "SC300"               "SC 300"              "SC300 2S"           
## [13282] "SC340"               "SC4"                 "SC400"              
## [13285] "SC 400"              "SC400 2D"            "SC400 2S"           
## [13288] "SC430"               "SC 430"              "SC430 2S"           
## [13291] "SC430 CN"            "SC450"               "SC480"              
## [13294] "SC70"                "SC 70"               "SCC300"             
## [13297] "SCCENT"              "SCCORD"              "SCH BUS"            
## [13300] "SCH BUS MED"         "SCHL BUS"            "SCHOOL"             
## [13303] "SCHOOLBUS"           "SCHOOL BUS"          "SCI"                
## [13306] "SCIN"                "SCIN FRS"            "SCIO"               
## [13309] "SCIOC"               "SCION"               "SCION 1A 4D"        
## [13312] "SCION 2D"            "SCION 2DR"           "SCION 2H"           
## [13315] "SCION - 2H"          "SCION 2S"            "SCION - 2S"         
## [13318] "SCION/2S"            "SCION 4D"            "SCION 4DR"          
## [13321] "SCION 4S"            "SCION-4S"            "SCION 5D"           
## [13324] "SCION A4"            "SCION FRS"           "SCION FR-S"         
## [13327] "SCION FRS 2D"        "SCION FRS 2DR"       "SCION FRS  2DR"     
## [13330] "SCION IA"            "SCION I A"           "SCION IA 4S"        
## [13333] "SCION IQ"            "SCION SC"            "SCION SD"           
## [13336] "SCION SEDAN"         "SCION SUV"           "SCION - SUV"        
## [13339] "SCION SW"            "SCIONTC"             "(SCION) TC"         
## [13342] "SCION TC"            "SCION  TC"           "SCION - TC"         
## [13345] "SCION/TC"            "SCION TC 2D"         "SCION TC 2DR"       
## [13348] "SCION TC  2DR"       "SCION TC 2H"         "SCION  TC  2S"      
## [13351] "SCION TC 2S"         "SCION TCE"           "SCION TK"           
## [13354] "SCION X13"           "SCION X4"            "SCION X6"           
## [13357] "SCION X8"            "SCION XA"            "SCION/XA"           
## [13360] "SCION XB"            "SCION / XB"          "SCION X B"          
## [13363] "SCION X.B"           "SCION XB,4H"         "SCION XB 4S"        
## [13366] "SCION XD"            "SCIOTC"              "SCIROCCO"           
## [13369] "S CLASE"             "S CLASS"             "S-CLASS"            
## [13372] "SCOIN"               "SCON"                "SCOOTER"            
## [13375] "SCOOTER 1.9HO"       "SCOOTER 49CC"        "SCOOTER 50"         
## [13378] "SCOOTER 50 CC"       "SCOOTER-AMERICA"     "SCOOTER BIKE"       
## [13381] "SCOOTER JK50QT2"     "SCOOTER/MOPED"       "SCOTER"             
## [13384] "SCOTTER"             "SCRAMBLER"           "SD"                 
## [13387] "SD COROLLA"          "SDN"                 "SDNBL"              
## [13390] "SDN CIVIC"           "SDR"                 "SD TRK"             
## [13393] "SDX"                 "SE"                  "SE300"              
## [13396] "SE 330"              "SE 3.5"              "SE 350"             
## [13399] "SE400"               "SE430"               "SE4X4"              
## [13402] "SEABRING"            "SEABRING LXI"        "SEABRUBG"           
## [13405] "SEAN"                "SEANA"               "SEANNA"             
## [13408] "SEARS WK VN"         "SEB"                 "SEB 4S"             
## [13411] "SEB CV"              "SEBERING"            "SEBING"             
## [13414] "SEBR"                "SEBRI"               "SEBRIG"             
## [13417] "SEBRIGN 4D"          "SEBRIN"              "SEBRINE"            
## [13420] "SEBRINE JX"          "SEBRING"             "SEBRING 2D"         
## [13423] "SEBRING 2D CV"       "SEBRING / 2DR"       "SEBRING 2DR CON"    
## [13426] "SEBRING 2S"          "SEBRING 4D"          "SEBRING 4S"         
## [13429] "SEBRING - 4S"        "SEBRING CN"          "SEBRING / CN"       
## [13432] "SEBRING-CN"          "SEBRING CONV"        "SEBRING CONVERT"    
## [13435] "SEBRING CONVT"       "SEBRING-COUPE"       "SEBRING CV"         
## [13438] "SEBRING  CV"         "SEBRING LIMITED"     "SEBRING LX"         
## [13441] "SEBRINGRED"          "SEBRING TOURING"     "SEBRNG"             
## [13444] "SEBRNIG"             "SEBRONG"             "SEBTRA"             
## [13447] "SECLIPS CONV."       "SED"                 "SEDA"               
## [13450] "SEDAN"               "SEDAN, 2 DOOR"       "SEDAN 4D"           
## [13453] "SEDAN 4DR"           "SEDAN 4DR 86"        "SEDAN 4S"           
## [13456] "SEDAN DEVILLE"       "SEDAN TL"            "SEDN"               
## [13459] "SEDONA"              "SEDONA LX"           "SEDONA MINI-VAN"    
## [13462] "SEDONA MIN VAN"      "SEDONA VAN"          "SEDONA - VAN"       
## [13465] "SEDONA VN"           "SEDONDA"             "SEDONIA"            
## [13468] "SEDONNA"             "SEEBRING"            "SEFIA"              
## [13471] "SEGUOIA"             "SEI"                 "SEIBRING"           
## [13474] "SEIENA"              "SEIENNA"             "SEINA"              
## [13477] "SEINENA"             "SEINN"               "SEINNA"             
## [13480] "SEINNA MINI VAN"     "SEINNA VAN"          "SEIRRA"             
## [13483] "SEIRRA TK"           "SEL"                 "SEMI"               
## [13486] "SEMI-RIG"            "SEMI TRAILER"        "SEMI TRUCK"         
## [13489] "SEN"                 "SEN 4S"              "SENATA"             
## [13492] "SENATI"              "SENNA"               "SENOMA"             
## [13495] "SENONTA"             "SENOTA"              "SENRA"              
## [13498] "SENRTA"              "SENT"                "SENTA"              
## [13501] "SENTR"               "SENTRA"              "SE NTRA"            
## [13504] "SEN TRA"             "SENTRA 2.0S 4D"      "SENTRA 2D"          
## [13507] "SENTRA  2DR"         "SENTRA/4"            "SENTRA 4D"          
## [13510] "SENTRA/ 4D"          "SENTRA 4 DOOR"       "SENTRA 4DR"         
## [13513] "SENTRA  4DR"         "SENTRA, 4DR"         "SENTRA 4H"          
## [13516] "SENTRA 4S"           "SENTRA  4S"          "SENTRA - 4S"        
## [13519] "SENTRA / 4S"         "SENTRA-4S"           "SENTRA, 4S"         
## [13522] "SENTRAA"             "SENTRA FE+"          "SENTRA GXE"         
## [13525] "SENTRA GXE 4D"       "SENTRA SE"           "SENTRA SER"         
## [13528] "SENTRA SE-R"         "SENTRA SR"           "SENTRA SR 4D"       
## [13531] "SENTRA SR 4S"        "SENTRA SV"           "SENTRA XE"          
## [13534] "SENTRTA"             "SENTRY"              "SENTZA"             
## [13537] "SENYRA"              "SEONA"               "SEOONA"             
## [13540] "SEOUL"               "SEPHIA"              "SEPHINA"            
## [13543] "SEPTIC"              "SE  PU"              "SEQ"                
## [13546] "SEQ."                "SEQOIA"              "SEQOUIA"            
## [13549] "SEQ SUV"             "SEQ TK"              "SEQU"               
## [13552] "SEQUDIA"             "SEQUIA"              "SEQUIO"             
## [13555] "SEQUIOA"             "SEQUIOIA"            "SEQUOA"             
## [13558] "SEQUOI"              "SEQUOIA"             "SEQUOIAL"           
## [13561] "SEQUOIA SUV"         "SEQUOIA  SUV"        "SEQUOIA TK"         
## [13564] "SEQUOLA"             "SEQUORIA"            "SEQUOUIA"           
## [13567] "SEQUOYA"             "SEQUQIA"             "SEQUUIA"            
## [13570] "SEQUUOIA"            "SEQYUIA"             "SE-R"               
## [13573] "SE RAILER"           "SERANTO"             "SERENTA"            
## [13576] "SERENTO"             "SERIA"               "SERIES"             
## [13579] "SERIES 3"            "SERQUOIA"            "SERR"               
## [13582] "SESNTRA"             "SETRA"               "SE TRK PU"          
## [13585] "SE TRUCK"            "SEV6"                "SE V6"              
## [13588] "SE-V6"               "SEVILLE"             "SEVILLE 4S"         
## [13591] "SEVILLE STS"         "SEVRING"             "SEWAGE TRUCK"       
## [13594] "SF"                  "SFIVANA"             "SFR"                
## [13597] "SGL"                 "SH"                  "SHADOW"             
## [13600] "SHADOW M/C"          "SHARA"               "SHAWDOE"            
## [13603] "SHELBY"              "SHELBY 500"          "SHELBY  COBRA"      
## [13606] "SHELBY GT"           "SHELBY MUSTANG"      "SHERATON VAN"       
## [13609] "SHILOETTE"           "SHORT BUS"           "SHUTTLE BUS"        
## [13612] "SHUTTLE VAN"         "SI"                  "SI2"                
## [13615] "SIANA"               "SICION XA"           "SICON"              
## [13618] "SIDEKICK"            "SIDE KICK"           "SIDEKICK JX"        
## [13621] "SIE"                 "SIEANNA"             "SIEARRA"            
## [13624] "SIEBERING"           "SIEDNNA"             "SIEENA"             
## [13627] "SIEINA"              "SIEN"                "SIENA"              
## [13630] "SIENAN"              "SIENANA"             "SIENA VAN"          
## [13633] "SIENIA"              "SIENIA VAN"          "SIENN"              
## [13636] "SIENNA"              "SIENNA BARWOOD"      "SIENNA CE"          
## [13639] "SIENNA CE VN"        "SIENNA LE"           "SIENNA LE VN"       
## [13642] "SIENNA LG"           "SIENNA MINIVAN"      "SIENNA MINI VAN"    
## [13645] "SIENNA MINI-VAN"     "SIENNA MINI VN"      "SIENNA MV"          
## [13648] "SIENNA  MV"          "SIENNA   MV"         "SIENNA TAXI"        
## [13651] "SIENNA VAN"          "SIENNA  VAN"         "SIENNA   VAN"       
## [13654] "SIENNA - VAN"        "SIENNA / VAN"        "SIENNA-VAN"         
## [13657] "SIENNA/VAN"          "SIENNA VN"           "SIENNA  VN"         
## [13660] "SIENNA XL"           "SIENNA XLE"          "SIENNA XLE  VN"     
## [13663] "SIENNDA"             "SIENNE"              "SIENNNA"            
## [13666] "SIENNS"              "SIENNSA"             "SIENNS VAN"         
## [13669] "SIER"                "SIERA"               "SIERAA"             
## [13672] "SIERR"               "SIERRA"              "SIERRA 1500"        
## [13675] "SIERRA 3500"         "SIERRA 3500HD"       "SIERRA DENALI"      
## [13678] "SIERRA-DENALI"       "SIERRA/DENALI"       "SIERRA DUALIE"      
## [13681] "SIERRA PICKUP"       "SIERRA PICK UP"      "SIERRA PKTK"        
## [13684] "SIERRA PU"           "SIERRA P-U"          "SIERRA P/U"         
## [13687] "SIERRA P/U TK"       "SIERRA PU TK"        "SIERRA SLE"         
## [13690] "SIERRA SLT"          "SIERRA TK"           "SIERRA TRUCK"       
## [13693] "SIGNATURE"           "SIIENNA"             "SIILVERADO"         
## [13696] "SIL"                 "SILERADO"            "SILERADO PU"        
## [13699] "SILERVADO"           "SILHOUETTE"          "SILHOUETTE VN"      
## [13702] "SILLUETET"           "SILLVERADO"          "SILOUETTE"          
## [13705] "SIL P/U"             "SILV"                "SILV 2500 TK"       
## [13708] "SILVARADO"           "SILVARDO"            "SILVE"              
## [13711] "SILVEERADO"          "SILVER"              "SILVER 4S"          
## [13714] "SILVERABD"           "SILVERAD"            "SILVERAD0"          
## [13717] "SILVERADO"           "SILVER ADO"          "SILVERADO 1500"     
## [13720] "SILVERADO 2500"      "SILVERADO 2500H"     "SILVERADO 3500"     
## [13723] "SILVERADO 4D PU"     "SILVERADO 4S"        "SILVERADO DS"       
## [13726] "SILVERADO HD"        "SILVERADO KING"      "SILVERADO LTZ"      
## [13729] "SILVERADO PICKU"     "SILVERADO PK"        "SILVERADO PKTK"     
## [13732] "SILVERADO PU"        "SILVERADO P/U"       "SILVERADO, P/U"     
## [13735] "SILVERADO PUP"       "SILVERADO P-UP"      "SILVERADO P/UP"     
## [13738] "SILVERADO QUAD"      "SILVERADO SS"        "SILVERADO TK"       
## [13741] "SILVERADO  TK"       "SILVERADO TRUCK"     "SILVERAGO"          
## [13744] "SILVERALDO"          "SILVERALDO DUAL"     "SILVERAOD"          
## [13747] "SILVERARDO"          "SILVERDADO"          "SILVERDO"           
## [13750] "SILVERDO PU"         "SILVERIDO"           "SILVERRADO"         
## [13753] "SILVERRADO P-UP"     "SILVERRDO"           "SILVERSADO"         
## [13756] "SILVERSTAR"          "SILVER WING"         "SILVIA"             
## [13759] "SILVR"               "SILVRADO"            "SILV TK"            
## [13762] "SINATA"              "SION"                "SION XB"            
## [13765] "SIRREA"              "SIUENNA"             "SIV"                
## [13768] "SIVERADO"            "SIVERADO PICKUP"     "SIVERADO  TK"       
## [13771] "SIX"                 "SIX-4D"              "SJV"                
## [13774] "SK"                  "SK8"                 "SKATEBOARD"         
## [13777] "SKL280"              "SKY"                 "SKY CV"             
## [13780] "SKYLARK"             "SKYLINE"             "SKYLINE 2S"         
## [13783] "SKYY"                "SL"                  "SL1"                
## [13786] "SL 1"                "SL1 4D"              "SL2"                
## [13789] "SL-2"                "SL2 2D"              "SL230"              
## [13792] "SL2 4D"              "SL2 4S"              "SL2K30"             
## [13795] "SL 2S"               "SL3"                 "SL300"              
## [13798] "SL320"               "SL 320"              "SL320 2D"           
## [13801] "SL 400"              "SL400 2DR"           "SL450"              
## [13804] "SL 450"              "SL500"               "SL 500"             
## [13807] "SL500 4S"            "SL500 CN"            "SL55"               
## [13810] "SL 55"               "SL550"               "SL 550"             
## [13813] "SL550 2S"            "SL 550 CN"           "SL550 CN"           
## [13816] "SL55 CONV"           "SL600"               "SL63"               
## [13819] "SL63 2DR"            "SL 63 AMG"           "SL65"               
## [13822] "SLA250"              "SLA 250"             "SLANTRA"            
## [13825] "SLARA"               "SLAREDO"             "SLC43"              
## [13828] "SLE"                 "SLEV6"               "SLG3"               
## [13831] "SLIDE BACK"          "SLIK300"             "SLINGSHOT"          
## [13834] "SLING SHOT"          "SLIVERADO"           "SLK"                
## [13837] "SLK 200"             "SLK230"              "SLK 230"            
## [13840] "SLK230/CONVERT"      "SLK250"              "SLK 250"            
## [13843] "SLK250 2S"           "SLK280"              "SLK300"             
## [13846] "SLK32"               "SLK320"              "SLK 320"            
## [13849] "SLK320 2D"           "SLK 320 2DR"         "SLK330"             
## [13852] "SLK 330"             "SLK350"              "SLK 350"            
## [13855] "SLK350 2S"           "SLK 350 AMG"         "SLK350 CONV"        
## [13858] "SLK55"               "SLKK23"              "SLOARA"             
## [13861] "SLR"                 "SLS"                 "SLS 4D"             
## [13864] "SLS 4DR"             "SLS 4S"              "SLT"                
## [13867] "SLT PKTK"            "SLT PU"              "SLT  TRUCK"         
## [13870] "SLVERADO"            "SLW"                 "SL WAGON"           
## [13873] "SLX"                 "SLX250"              "SLX570"             
## [13876] "SMALL BUS"           "SMALL SUV"           "SMART"              
## [13879] "SMART 2S"            "SMARTCAR"            "SMART CAR"          
## [13882] "SM BOX TK"           "SM BOX VN"           "SM DUMP TK"         
## [13885] "SM FOOD TK"          "S MINI COOPER"       "SM SUV EVOLVE"      
## [13888] "SM WK VN"            "SN"                  "SNATA"              
## [13891] "SNATA FE"            "SND"                 "SNETRA"             
## [13894] "SNOW PLOW/DMP"       "SNTRA"               "SOANTA"             
## [13897] "SOARA"               "SOARER"              "SOATA"              
## [13900] "SODYSSEY"            "SOECTRA"             "SOEL"               
## [13903] "SOENNA"              "SOERENTO"            "SOFIA"              
## [13906] "SOFTAIL"             "SOFTOP"              "SOFTTOP"            
## [13909] "SOFT TOP"            "SOL"                 "SOL 4D"             
## [13912] "SOLALA"              "SOLANA"              "SOLANTRA"           
## [13915] "SOLAR"               "SOLARA"              "SOLARA 2D"          
## [13918] "SOLARA  2D"          "SOLARA 2DR"          "SOLARA - 2H"        
## [13921] "SOLARA 2S"           "SOLARA - 2S"         "SOLARA CN"          
## [13924] "SOLARA  CN"          "SOLARA CONVERT"      "SOLARA CV"          
## [13927] "SOLARAS"             "SOLARD"              "SOLARES"            
## [13930] "SOLARIA"             "SOLARIS"             "SOLARO"             
## [13933] "SOLARRA"             "SOLAVA"              "SOLE"               
## [13936] "SOLERA"              "SOLERA 2D"           "SOLICE"             
## [13939] "SOLISTICE"           "SOLL"                "SOLLARA"            
## [13942] "SOLL TK"             "SOLOARA"             "SOLONTRA"           
## [13945] "SOLORA"              "SOLRA"               "SOLSTICE"           
## [13948] "SOLSTTICE CN"        "SOLTICE"             "SOLVERADO"          
## [13951] "SOMAT"               "SOMATA"              "SOMIC"              
## [13954] "SON"                 "SON 4S"              "SONA"               
## [13957] "SONAA"               "SONADA"              "SONANTA"            
## [13960] "SONARA"              "SONARTA"             "SONAT"              
## [13963] "SONATA"              "SONATA`"             "SONATA 2.0T"        
## [13966] "SONATA 4D"           "SONATA/4D"           "SONATA 4 DOOR"      
## [13969] "SONATA 4DR"          "SONATA  4DR"         "SONATA 4S"          
## [13972] "SONATA  4S"          "SONATA - 4S"         "SONATA/ 4S"         
## [13975] "SONATA GLS"          "SONATA HY"           "SONATA HYBRID"      
## [13978] "SONATAN"             "SONATA SPORT"        "SONATAT"            
## [13981] "SONATE"              "SONATO"              "SONATRA"            
## [13984] "SONATSA"             "SONATTA"             "SONATTA 4D"         
## [13987] "SONAWHITETA"         "SONAYA"              "SONCI"              
## [13990] "SONDATA"             "SONIATA"             "SONIC"              
## [13993] "SONIC 2DR"           "SONIC 4D"            "SONIC 4DR"          
## [13996] "SONIC  4H"           "SONIC 4S"            "SONIC - 4S"         
## [13999] "SONIC HB"            "SONIC - HB"          "SONIC LT"           
## [14002] "SONIC LT 4DR HB"     "SONIC LTZ"           "SONIDA"             
## [14005] "SONIIC"              "SONITA"              "SONMA"              
## [14008] "SONNA"               "SONNATA"             "SONOATA"            
## [14011] "SONOMA"              "SONOMA PI"           "SONOMA PKTK"        
## [14014] "SONOMA PU"           "SONOMA P/U"          "SONOMA TK"          
## [14017] "SONOMA (TRUCK)"      "SONOOMA"             "SONOTA"             
## [14020] "SONOTA 4S"           "SONOTS"              "SONT"               
## [14023] "SONTA"               "SONTA 4DR"           "SONTAA"             
## [14026] "SONTANA"             "SONTATA"             "SOONATA"            
## [14029] "SOORENTO"            "SOPHIA"              "SOR"                
## [14032] "SORE"                "SORENT0"             "SORENTA"            
## [14035] "SORENTO"             "SORENTO EX"          "SORENTO EX TK"      
## [14038] "SORENTO LX"          "SORENTO LX  SUV"     "SORENTO SUV"        
## [14041] "SORENTO  SUV"        "SORENTO - SUV"       "SORENTO TK"         
## [14044] "SORENTP"             "SORENTY"             "SORERNTO"           
## [14047] "SORRANO"             "SORREGO"             "SORRENO"            
## [14050] "SORRENTO"            "SORRENTO SUV"        "SOR SUV"            
## [14053] "SORTAGE"             "S[ORTAGE"            "SOUL"               
## [14056] "SOUL 2S"             "SOUL 4D"             "SOUL 4DR"           
## [14059] "SOUL 4S"             "SOULD"               "SOULL"              
## [14062] "SOUL MI SOS"         "SOUL SUV"            "SOUL  SUV"          
## [14065] "SOUL TK"             "SOVEREIGN"           "SP"                 
## [14068] "SPARK"               "SPARK 2H"            "SPARK 4D"           
## [14071] "SPARM"               "SPARTA"              "SPEC"               
## [14074] "SPECRA"              "SPECTA"              "SPECTRA"            
## [14077] "SPECTRA 4D"          "SPECTRA 4 DOOR"      "SPECTRA 4S"         
## [14080] "SPECTRA5"            "SPECTRA 5"           "SPECTRA5 4S"        
## [14083] "SPECTRA EX"          "SPECTRA  EX"         "SPECTRA EX 4D"      
## [14086] "SPECTRA EX 4DR"      "SPECTRA LX"          "SPECTRA S"          
## [14089] "SPECTRE"             "SPECTRS"             "SPECTRUM"           
## [14092] "SPEED"               "SPEED3"              "SPEED 3"            
## [14095] "SPEED 6"             "SPEEDMAX"            "SPEED TRIPLE"       
## [14098] "SPEEDY 5.0"          "SPETRA"              "S PICKUP"           
## [14101] "SPIDER"              "SPIDER CN"           "SPIDER CONV"        
## [14104] "SPIRIT"              "SPITFIRE"            "SPLASH"             
## [14107] "SPLASH TRUCK"        "SPNATA"              "SPORT"              
## [14110] "SPORT 4X4"           "SPORTAGE"            "SPORTAGE 4D"        
## [14113] "SPORTAGE 4D SUV"     "SPORTAGE 4S"         "SPORTAGE LX"        
## [14116] "SPORTAGE SU"         "SPORTAGE SUV"        "SPORTAGE  SUV"      
## [14119] "SPORTAGE   SUV"      "SPORTAGE SW"         "SPORTAGE TK"        
## [14122] "SPORTBIKE"           "SPORT BIKE"          "SPORT BIKE MC"      
## [14125] "SPORT COUPE"         "SPORT CP 2S"         "SPORTEGE"           
## [14128] "SPORT FIT"           "SPORTGATE"           "SPORTGE"            
## [14131] "SPORT HSE"           "SPORT HSE TK"        "SPORT MC"           
## [14134] "SPORT MOTORCYCL"     "SPORT RANGE ROV"     "SPORT R/R"          
## [14137] "SPORTS"              "SPORTS 150"          "SPORTSER"           
## [14140] "SPORTSSTER"          "SPORTSTER"           "SPORTSTRAC"         
## [14143] "SPORT SUV"           "SPORT SUV 4DR"       "SPORTS VAN"         
## [14146] "SPORT TK"            "SPORT-TK"            "SPORTTRAC"          
## [14149] "SPORT TRAC"          "SPORT TRACK"         "SPORTTRAX"          
## [14152] "SPORT TRAX"          "SPORT TRUCK"         "SPORT UT"           
## [14155] "SPORT UTILITY"       "SPORT VAN"           "SPORT VN"           
## [14158] "SPOTAGE"             "SPR"                 "SPRECTRA"           
## [14161] "SPRENTO"             "SPRINT"              "SPRINTER"           
## [14164] "SPRINTER 3500"       "SPRINTER CARGO"      "SPRINTER  DS"       
## [14167] "SPRINTER PNL VN"     "SPRINTER TK"         "SPRINTER VAN"       
## [14170] "SPRINTER - VAN"      "SPRINTER VN"         "SPRINTER  VN"       
## [14173] "SPRINTER WK VN"      "SPRINT VAN"          "SPRT"               
## [14176] "SPT"                 "SPYD"                "SPYDER"             
## [14179] "SPYDER CN"           "SPYDER GT"           "SPYDR"              
## [14182] "SQ5"                 "S Q5"                "SQS"                
## [14185] "SQUINOX"             "SR5"                 "SR5 PICK-UP"        
## [14188] "SR5 TK"              "SRBRING"             "SRINTER"            
## [14191] "SRS"                 "SRS TRUCK"           "SRT"                
## [14194] "SRT4"                "SRT8"                "SRT Z71"            
## [14197] "SRV"                 "SR-V"                "SRVANA"             
## [14200] "SRVRNA"              "SRW"                 "SRX"                
## [14203] "SRX4"                "SRX-4"               "SRX4 SUV"           
## [14206] "SRX4  SUV"           "SRX SUV"             "SRX - SUV"          
## [14209] "SRX (SUV)"           "SRX SW"              "SRX TK"             
## [14212] "SS"                  "SS300"               "SS 300"             
## [14215] "SS330"               "SS350"               "SS 350"             
## [14218] "SS350 2D"            "SSC"                 "SSE"                
## [14221] "SSEPHIA"             "S-SERIES"            "SS MONTE CARLO"     
## [14224] "SSPECTRA"            "SS PICK UP"          "SSR"                
## [14227] "SSR 125 CC"          "SST"                 "SS/T"               
## [14230] "SSU"                 "ST"                  "ST 4S"              
## [14233] "ST7"                 "STA"                 "STAATUS"            
## [14236] "STACK BODY"          "STAKE BDY"           "STAKEBED"           
## [14239] "STAKE BED"           "STAKE BED TK"        "STAKE BED TRCK"     
## [14242] "STAKE BED TRK"       "STAKE BED TRUCK"     "STAKEBODY"          
## [14245] "STAKE BODY"          "STAKE BODY DUMP"     "STAKE BODY TK"      
## [14248] "STAKE BODY TRK"      "STAKE TK"            "STAKKE BDY"         
## [14251] "STANZA"              "STARCRAFT"           "STARTUS"            
## [14254] "STATE BODY"          "STATION"             "STATION WAG"        
## [14257] "STATION WAG."        "STATION WAGEN"       "STATION WAGGON"     
## [14260] "STATION WAGO"        "STATIONWAGON"        "STATION WAGON"      
## [14263] "STATIONWGN"          "STATION WGN"         "STATUS"             
## [14266] "STAT WAG"            "STA WAG"             "STAWAGON"           
## [14269] "STA WAGON"           "STA WGN"             "STC"                
## [14272] "STE4"                "STEAK BED"           "STEAK BODY"         
## [14275] "STEALTH"             "STEEL BED TRUCK"     "STEP THRU SCOOT"    
## [14278] "STEP VAN"            "STFE"                "STI"                
## [14281] "STI 4D"              "STI / 4D"            "STI 4S"             
## [14284] "STINGRAY"            "STI WAGON"           "STL"                
## [14287] "STN GWN 2"           "STN WAGN"            "STN WAGON"          
## [14290] "STNWGN"              "STN WGN 2"           "STN WGN 4"          
## [14293] "STORM"               "STRA"                "STRAIGHT TRUCK"     
## [14296] "STRARTUS"            "STRARUS"             "STRAT"              
## [14299] "STRATTUS"            "STRATUS"             "STRATUS 2D"         
## [14302] "STRATUS 2S"          "STRATUS 4D"          "STRATUS 4DR"        
## [14305] "STRATUS 4S"          "STRATUS - 4S"        "STRAUS"             
## [14308] "STRAUTUS"            "STREET BIKE"         "STREET CLEANER"     
## [14311] "STREETFIGHTER"       "STREET GLIDE"        "STREETMATER"        
## [14314] "STREETMATE R"        "STREET SWEEPER"      "STRTUS"             
## [14317] "STS"                 "STS4"                "STS 4D"             
## [14320] "STS (4D)"            "STS 4DR"             "STS 4S"             
## [14323] "STS   4S"            "STSV"                "S TTYPE"            
## [14326] "STV"                 "STVGN"               "STW"                
## [14329] "ST WA"               "ST WGN"              "STX"                
## [14332] "STY"                 "STYLE"               "STYPE"              
## [14335] "S TYPE"              "S  TYPE"             "S-TYPE"             
## [14338] "S- TYPE"             "S-TYPE 3.0"          "STYPE 3.0"          
## [14341] "STYPE 4.0"           "S-TYPE 4.2  4S"      "S TYPE 4D"          
## [14344] "S-TYPE 4DOOR"        "S TYPE 4S"           "S-TYPE 4S"          
## [14347] "STYPE 4S"            "STYPRE"              "SU"                 
## [14350] "SU 4DR"              "SU/4RUNNER"          "SU 4X4"             
## [14353] "SU AMG ML63"         "SUB"                 "SUBA"               
## [14356] "SUBARBAN"            "SUBARU"              "SUBN"               
## [14359] "SUBR"                "SUBRAN"              "SUBRBAN"            
## [14362] "SUBRING"             "SUBRUBAN"            "SUBR Z11"           
## [14365] "SUB SUV"             "SUBU"                "SUBUBAN"            
## [14368] "SUBUBRAN"            "SUBUEBAN"            "SUBUR"              
## [14371] "SUBURAN"             "SUBURB"              "SUBURB / 1500"      
## [14374] "SUBURBAB"            "SUBURBAN"            "SUBURBAN`"          
## [14377] "SUBURBAN 4D"         "SUBURBAND"           "SUBURBAN SU"        
## [14380] "SUBURBAN SUV"        "SUBURBAN TK"         "SUBURBAN  TK"       
## [14383] "SUBURBAN TRUCK"      "SUBURBAN Z11"        "SUBURBAN Z71"       
## [14386] "SUBURBN"             "SUBURBRN"            "SUBURB  TK"         
## [14389] "SUBUR TK"            "SUBUURBAN"           "SUBV"               
## [14392] "SUC"                 "SU CHEROKEE"         "SU COMPASE"         
## [14395] "SU CRV"              "SU  CRV"             "SU CR-V"            
## [14398] "SU-CRV"              "SU CX-7"             "SU  CX-9"           
## [14401] "SU CX-9"             "SU DURANGO"          "SU EDGE"            
## [14404] "SUENNA"              "SU/ENVOY"            "SU-EQNX"            
## [14407] "SUEQUOIA"            "SU ESCAPE"           "SU EXPLORER"        
## [14410] "SU  EXPLORER"        "SU / GRAND CHER"     "SU GRAND CHEROK"    
## [14413] "SU HIGHLANDE"        "SU HIGHLANDER"       "SU / HIGHLANDER"    
## [14416] "SU-HIGHLANDER"       "SU/HIGHLANDER"       "SU JEEP"            
## [14419] "SU JUKE"             "SULARA"              "SU LAREDO"          
## [14422] "SU/LAREDO"           "SU LIBERTY"          "SUMDX"              
## [14425] "SU MDX"              "SU ML350"            "SU/ML350"           
## [14428] "SU MONTERO"          "SU-MURANO"           "SUN"                
## [14431] "SUNATA"              "SUNBIRD"             "SUNBIRD 4DR"        
## [14434] "SUNDANCE"            "SUNDANCE 4S"         "SUNFIRE"            
## [14437] "SUNFIRE 2D"          "SUNFIRE GT"          "SUNNY"              
## [14440] "SUNTRATA"            "SUNURBAN"            "SU PATHFINDER"      
## [14443] "SU-PATRIOT"          "SUPER"               "SUPER 8"            
## [14446] "SUPER8 50"           "SUPER 9"             "SUPERCHARGE"        
## [14449] "SUPERCHARGED"        "SUPERCHARGER"        "SUPERDUTY"          
## [14452] "SUPER DUTY"          "SUPER-DUTY"          "SUPER DUTY DS P"    
## [14455] "SUPER DUTY PKTK"     "SUPER DUTY PU"       "SUPER DUTY P/U"     
## [14458] "SUPERDUTY PU"        "SUPER DUTY P/UP"     "SUPER DUTY TK"      
## [14461] "SUPERDUTY TK"        "SUPER FEVER ZX"      "SUPER HORNET"       
## [14464] "SUPERLITE"           "SU PILOT"            "SUPPER DUTY"        
## [14467] "SUPRA"               "SUPR DUTY"           "SUPREMO"            
## [14470] "SU Q5"               "SURAV4"              "SU RAV4"            
## [14473] "SU RAV 4"            "SU RAV-4"            "SURB"               
## [14476] "SURBABAN"            "SURBAN"              "SURBRUBAN"          
## [14479] "SURBUBAN"            "SURBURAN"            "SURBURBAN"          
## [14482] "SU / RDX"            "SUREFIRE"            "SURENTO"            
## [14485] "SU RODEO"            "SU ROGUE"            "SU RX3"             
## [14488] "SU RX350"            "SUSBURBAN"           "SU SEQUOIA"         
## [14491] "SU SORENTO"          "SU-SUBURBAN"         "SU TAHOE"           
## [14494] "SU / TAHOE"          "SU/TAHOE"            "SUT CALIBRE"        
## [14497] "SU/TN330"            "SU TRAVERSE"         "SU-TREVERSE"        
## [14500] "SUURBAN"             "SUV"                 "SU V"               
## [14503] "SUV~"                "SUV 300"             "SUV 330"            
## [14506] "SUV 350"             "SU V 3.7"            "SUV  3.7"           
## [14509] "SUV 4D"              "SUV  4 D"            "SUV-4D"             
## [14512] "SUV 4 DOOR"          "SUV 4DR"             "SUV 4 DR"           
## [14515] "SUV/4DR"             "SUV 4D TK"           "SUV 4 EXPLORER"     
## [14518] "SUV 4RUNNER"         "SUV 4 RUNNER"        "SUV 4S"             
## [14521] "SUV 4X4"             "SUV 550"             "SUV ACADIA"         
## [14524] "SUV  ARCADIA"        "SUV/ARMADA"          "SUV ASPEN"          
## [14527] "SUV  ASPEN"          "SUV AVIATOR"         "SUV BLAZER"         
## [14530] "SUV BRAVADA"         "SUV CAYENE"          "SUV CAYENNE"        
## [14533] "SUV CHEROKEE"        "SUV COMPASS"         "SUV CRB"            
## [14536] "SUV CRV"             "SUV CR-V"            "SUV/CV"             
## [14539] "SUV CX-5"            "SUV CX-7"            "SUV CX9"            
## [14542] "SUV CX-9"            "SUV CX-9K"           "SUV DISCOV"         
## [14545] "SUV DURANGO"         "SUV  DURANGO"        "SUV EDGE"           
## [14548] "SUVE DGE"            "SUV ELEMENT"         "SUV ENCLAVE"        
## [14551] "SUV ENCORE"          "SUV ENVOY"           "SUV EQINOX"         
## [14554] "SUV EQUINOX"         "SUV ESCA"            "SUV ESCALADE"       
## [14557] "SUV ESCAPE"          "SUV EX460"           "SUV EX-5"           
## [14560] "SUV EXCURS"          "SUV EXPED"           "SUV EXPEDI"         
## [14563] "SUV EXPEDITION"      "SUV EXPLO"           "SUVEXPLORER"        
## [14566] "SUV EXPLORER"        "SUV FJ"              "SUV FLEX"           
## [14569] "SUV FORRESTER"       "SUV FULL SIZE"       "SUV FX35"           
## [14572] "SUV GL450"           "SUV GLK350"          "SUV GLK 350"        
## [14575] "SUV GRAND C"         "SUV GRAND CHERO"     "SUV GX470"          
## [14578] "SUV H2"              "SUV HIGHL"           "SUV HIGHLANDER"     
## [14581] "SUV HR-V"            "SUV / HSE"           "SUV JEEP"           
## [14584] "SUV JOURNEY"         "SUV JX35"            "SUVK"               
## [14587] "SUV LAND CRUISE"     "SUV LAREDO"          "SUV LIBERTY"        
## [14590] "SUV LIMITED"         "SUV LR3"             "SUV LX470"          
## [14593] "SUV MARINER"         "SUV MDX"             "SUV    MDX"         
## [14596] "SUV ML350"           "SUV ML 350"          "SUV ML430"          
## [14599] "SUV MONTERO"         "SUV  MONTERO"        "SUV MOUNT"          
## [14602] "SUV MOUNTAINEER"     "SUV MURANO"          "SUV NAVIGATOR"      
## [14605] "SUV NAVIGATOT"       "SUV NITRO"           "SUV NX200I"         
## [14608] "SUV, NX200T"         "SUV ODYSEY"          "SUV ODYSSEY"        
## [14611] "SUV OUTBACK"         "SUV OUTLANDER"       "SUV OUTLANDRER"     
## [14614] "SUV PATHF"           "SUV PATHFINDER"      "SUV PATRIOT"        
## [14617] "SUV PILOT"           "SUV  PILOT"          "SUVQ"               
## [14620] "SUV Q5"              "SUV Q7"              "SUV QX4"            
## [14623] "SUV QX56"            "SUV R350"            "SUV RANGE ROVER"    
## [14626] "SUV RAV4"            "SUV RAV 4"           "SUV RAV -4"         
## [14629] "SUV RAV-4"           "SUV/RAV4"            "SUV RDX"            
## [14632] "SUV RENDEZVOUS"      "SUV RENEGADE"        "SUV RODEO"          
## [14635] "SUV ROGUE"           "SUV (ROGUE)"         "SUV/ROUGUE"         
## [14638] "SUV R/T"             "SUV RUN"             "SUV RX300"          
## [14641] "SUV RX330"           "SUV RX350"           "SUV - RX350"        
## [14644] "SUV RX-350"          "SUV RX400"           "SUV RX-400"         
## [14647] "SUV RX 400H"         "SUV RX450"           "SUV SAHARA"         
## [14650] "SUV SANTA FE"        "SUV SEQUIA"          "SUV SEQUOIA"        
## [14653] "SUVSIL"              "SUV SORENTO"         "SUV SORRENTO"       
## [14656] "SUV SOUL"            "SUV SPORTAGE"        "SUV SRX"            
## [14659] "SUV SRX4"            "SUV SUB"             "SUV SUBORB"         
## [14662] "SUV SUBUR"           "SUV SUBURBAN"        "SUV TAHOE"          
## [14665] "SUV  TAHOE"          "SUV(TEMP TAG)"       "SUV TERRAIN"        
## [14668] "SUV TIGUAN"          "SUV TK"              "SUV - TK"           
## [14671] "SUV/TK"              "SUV TOUREG"          "SUV TRAILB"         
## [14674] "SUV TRAIL B"         "SUV TRAILBLAZER"     "SUV TRAIL BLAZR"    
## [14677] "SUV TRAVERSE"        "SUV  TRAVERSE"       "SUV TRIBUTE"        
## [14680] "SUV TROOPER"         "SUV  TRUCK"          "SUV TUCSON"         
## [14683] "SUV TUSCON"          "SUV V6"              "SUV V8"             
## [14686] "SUV VENZA"           "SUV VITARA"          "SUV VUE"            
## [14689] "SUV WRANGLER"        "SUV X1"              "SUV X3"             
## [14692] "SUV  X3"             "SUV - X3"            "SUV X-3"            
## [14695] "SUVX5"               "SUV X5"              "SUV - X5"           
## [14698] "SUV X-5"             "SUV X6"              "SUV XB"             
## [14701] "SUV - XB"            "SUV XC60"            "SUV XC90"           
## [14704] "SUV XTERRA"          "SUV YUKON"           "SUV Z71"            
## [14707] "SUV-Z71"             "SU WRANGLER"         "SU X3"              
## [14710] "SUZ"                 "SUZI"                "SUZUKI"             
## [14713] "SV"                  "SV4X4"               "SV650"              
## [14716] "SV650S"              "SVA"                 "SVENZA"             
## [14719] "SVR"                 "SVT"                 "SVT150"             
## [14722] "SVV RANGE R"         "SVX"                 "SW"                 
## [14725] "S/W"                 "SW1"                 "SW/325"             
## [14728] "SW 325XI"            "SW 4DOOR"            "SW 4S"              
## [14731] "SW 4X4"              "SW5"                 "SW   5"             
## [14734] "SW 530 XI"           "SW 850"              "SW 93"              
## [14737] "SW 960"              "SW A3"               "SW A4"              
## [14740] "SW-A4"               "SWAT TRUCK"          "SWBLA"              
## [14743] "SW/C240"             "SW C30"              "SW CAMRY"           
## [14746] "SW CMAX"             "SW COROLLA"          "SW CROSS COUNTR"    
## [14749] "SW CROSSTOUR"        "SW CROSS TREK"       "SW CRV"             
## [14752] "SW CR-V"             "SW CUBE"             "SW CX7"             
## [14755] "SW-E-500"            "SW EQUINOX"          "SW ESCAPE"          
## [14758] "SW  ESCAPE"          "SW ESCORT"           "SW EXPLORER"        
## [14761] "SW FLEX"             "SW FOCUS"            "SW-FOCUS"           
## [14764] "SW FORESTER"         "SW / FORESTER"       "SW/FORESTER"        
## [14767] "SW FORESTERK"        "SW FORRESTER"        "SW GOLF"            
## [14770] "SW HHR"              "SW / HHR"            "SWIFT"              
## [14773] "SW IMPEZA STI"       "SW IMPREZA"          "SW JETTA"           
## [14776] "SW/JETTA"            "SW LEGACY"           "SW/LEGACY"          
## [14779] "SW - MAG"            "SW MAGNUM"           "SW MATRIX"          
## [14782] "SW   MATRIX"         "SW MAZDA 5"          "SW OUTBACK"         
## [14785] "SW / OUTBACK"        "(SW) PASSAT"         "SW PASSAT"          
## [14788] "SW / PATRIOT"        "SW PRIUS"            "SW - PT CRUISER"    
## [14791] "SW PT CRUISER"       "SWQ"                 "SWQUIOA"            
## [14794] "SW RAV4"             "SW/RDX"              "SW RENTAL"          
## [14797] "SW ROGUE"            "SW ROQUE"            "SW ROUGE"           
## [14800] "SWS"                 "SW SABLE LE"         "SW SIENNA"          
## [14803] "SW / SIENNA"         "SW/SORRENTO"         "SW SX4"             
## [14806] "SW TAURUS"           "SW - V60 T5"         "SW V70"             
## [14809] "SW  V70"             "SW-V70XC"            "S/W-VAN"            
## [14812] "SW VENZA"            "SW/VENZA"            "SW VIBE"            
## [14815] "SW / VIBE"           "SW X3"               "SW XB"              
## [14818] "SW  XB"              "SW XC70"             "SW XC90"            
## [14821] "SW  XC90"            "SW XCTO"             "SW XV"              
## [14824] "SX"                  "SX4"                 "SX4/4D"             
## [14827] "SX4 4DR"             "SX4 HB"              "SX4 SW"             
## [14830] "SX80"                "SXC"                 "SXL-7"              
## [14833] "SXT"                 "SXT CHARGER"         "SXV6"               
## [14836] "SY"                  "SYCLONE"             "SYENNA"             
## [14839] "SYMPHONY"            "SYMPHONY VAN"        "SYV"                
## [14842] "SYV VUE"             "SZ"                  "T"                  
## [14845] "T0WNCAR"             "T100"                "T100 (PK)"          
## [14848] "T100 PU"             "T100 P/U"            "T100 TK"            
## [14851] "T1OO"                "T2"                  "T250 UHAUL"         
## [14854] "T2W"                 "T350 VAN"            "T4"                 
## [14857] "T444E LG TK"         "T4RUNNER"            "T4W"                
## [14860] "T5"                  "T5 2D"               "T5X"                
## [14863] "T6"                  "T600A"               "T680"               
## [14866] "T7500"               "T7F042-FVR"          "T800"               
## [14869] "TA"                  "TAC"                 "TACCOMA"            
## [14872] "TACHOMA"             "TACMA"               "TACO"               
## [14875] "TACOA"               "TACOM"               "TACOMA"             
## [14878] "TACOMA 2D"           "TACOMA 4D"           "TACOMA  4DR"        
## [14881] "TACOMA 4S"           "TACOMA 4WD"          "TACOMA 4X2"         
## [14884] "TACOMA LX"           "TACOMA PICK UP"      "TACOMA PKTK"        
## [14887] "TACOMA PKUP"         "TACOMA PU"           "TACOMA P/U"         
## [14890] "TACOMA PUP"          "TACOMA P-UP"         "TACOMA PU TK"       
## [14893] "TACOMA SRS"          "TACOMA TK"           "TACOMA  TK"         
## [14896] "TACOMA - TK"         "TACOMA-TK"           "TACOMA TRK"         
## [14899] "TACOMA TRUCK"        "TACOMA V6"           "TACOME"             
## [14902] "TACOMMA"             "TACOMS"              "TAC TK"             
## [14905] "TACTOR"              "TAG"                 "TAH"                
## [14908] "TAHEO"               "TAHIOE"              "TAHO"               
## [14911] "TAHOA"               "TAHOE"               "TAHOE 4D"           
## [14914] "TAHOE STYLE SUV"     "TAHOE/SUBURBAN"      "TAHOE SUV"          
## [14917] "TAHOE TK"            "TAHOE TYPE"          "TAHOE Z11"          
## [14920] "TAHOE Z71"           "TAHOO"               "TAHO SUV"           
## [14923] "TAHOW"               "TAH SUV"             "TAH Z11"            
## [14926] "TAJOE"               "TAKOMA"              "TAKOMA V6 SR5"      
## [14929] "TALON"               "TALON 2S"            "TAM"                
## [14932] "TAMALIBU"            "T AND C"             "TANDRA"             
## [14935] "TANG"                "TANK"                "TANKER"             
## [14938] "TANK TK"             "TANK TRAILER"        "TANK TRUCK"         
## [14941] "TANSENTRA"           "TAO"                 "TAOMA"              
## [14944] "TAOTAO"              "TAOTAO50"            "TAOTAO 50"          
## [14947] "TAOUREG"             "TARAUS"              "TARGA"              
## [14950] "TARGA 2DR"           "TARGA 4"             "TARIS"              
## [14953] "TARRAIN"             "TARRUS"              "TARUAS"             
## [14956] "TARURS"              "TARUS"               "TARUS GL"           
## [14959] "TARUS SE"            "TARUS  SEL"          "TARUS SES"          
## [14962] "TARUS SW"            "TARUS S/W"           "TARVERSE"           
## [14965] "TAU"                 "TAU 4S"              "TAUARS"             
## [14968] "TAUR"                "TAURAS"              "TAURAS 4S"          
## [14971] "TAURAUS"             "TAUREG"              "TAURES"             
## [14974] "TAURES SE"           "TAURES SEL"          "TAURIS"             
## [14977] "TAUROS"              "TAURS"               "TAURSU"             
## [14980] "TAURUA"              "TAURUG"              "TAURUS"             
## [14983] "TAURUS 4D"           "TAURUS 4DR"          "TAURUS 4S"          
## [14986] "TAURUS - 4S"         "TAURUS BOSS"         "TAURUS CAB"         
## [14989] "TAURUS GL"           "TAURUS LX"           "TAURUSQ"            
## [14992] "TAURUS SE"           "TAURUS SE 4S"        "TAURUS SEL"         
## [14995] "TAURUS SEL 4D"       "TAURUS SES"          "TAURUS SES 4S"      
## [14998] "TAURUS SHO"          "TAURUS STA WAG"      "TAURUS SW"          
## [15001] "TAURUS  S/W"         "TAURUS / SW"         "TAURUS S/W"         
## [15004] "TAURUS WAGON"        "TAURUS X"            "TAURUS X SW"        
## [15007] "TAV4"                "TAVERSE"             "TAXI"               
## [15010] "TAXI/BARWOOD"        "TAXI CAB"            "TAXI  CR VIC"       
## [15013] "TAXI  GR MRQS"       "TAXI VAN"            "TAXI/VAN"           
## [15016] "TAYHO"               "TAYHOE"              "TAYO TAYO"          
## [15019] "TAYRES"              "TB"                  "TBIRD"              
## [15022] "TBLAZER"             "TBU"                 "T BUS"              
## [15025] "TBX"                 "TC"                  "`TC"                
## [15028] "T & C"               "T&C"                 "T& C"               
## [15031] "TC 2D"               "TC/2D"               "TC 2 DOOR"          
## [15034] "TC 2DR"              "TC  2DR"             "TC 2H"              
## [15037] "TC  2H"              "TC - 2H"             "TC 2S"              
## [15040] "TC  2S"              "TC - 2S"             "TC 4D"              
## [15043] "TC 4S"               "T CAR"               "TC COUPE"           
## [15046] "TCE"                 "TCG"                 "T&C MINIVAN"        
## [15049] "T&C MINI VAN"        "TC MINI VAN"         "TCN"                
## [15052] "T & CO"              "TCOM"                "TCOMA"              
## [15055] "TCQ"                 "TCR V"               "TCRVK"              
## [15058] "TCS"                 "TCSCION"             "TC SEDAN"           
## [15061] "T & C VAN"           "T & C  VAN"          "T&C VAN"            
## [15064] "T&C VN"              "TCW"                 "TCX 4D"             
## [15067] "TD"                  "TD1"                 "TDI"                
## [15070] "TDT"                 "TDURANGO"            "TDX"                
## [15073] "TE"                  "TEERR"               "TEIN"               
## [15076] "TEMPA"               "TEMPLE"              "TEMPO"              
## [15079] "TEMPO 4S"            "TER"                 "TERCEL"             
## [15082] "TERCEL 2D"           "TERCEL 2DR"          "TERCEL 2S"          
## [15085] "TERCEL  2S"          "TERCEL - 2S"         "TERCEL 4D"          
## [15088] "TERCEL DX"           "TERCEL EZ"           "TERCELL"            
## [15091] "TERECEL"             "TERMINIX TK"         "TERRA"              
## [15094] "TERRAIN"             "TERRAI N"            "TERRAINE"           
## [15097] "TERRAINQ"            "TERRAIN SUV"         "TERRAIN  (SUV)"     
## [15100] "TERRAIN / SUV"       "TERRAIN TK"          "TERRAN"             
## [15103] "TERRAPIN"            "TERRAZA"             "TERRIAN"            
## [15106] "TERRIN"              "TERRRAIN"            "TES"                
## [15109] "TEST"                "TEWRRAIN"            "TG33"               
## [15112] "TGN"                 "TGX470"              "TH"                 
## [15115] "TH3"                 "THAHO"               "THAHOE"             
## [15118] "THOE"                "THONDERBIRD"         "THRASH"             
## [15121] "THREE"               "THUNDERB 2S"         "THUNDERBIRD"        
## [15124] "THUNDER BIRD"        "THUNDERBIRD 2D"      "THUNDERBIRD 2S"     
## [15127] "THUNDERBIRD LX"      "THUNDEROARD"         "THUNDR"             
## [15130] "THURDER BIRD"        "TI"                  "TIBERON"            
## [15133] "TIBRON"              "TIBRUON"             "TIBUAN"             
## [15136] "TIBUION"             "TIBURAN"             "TIBURAN 2S"         
## [15139] "TIBURON"             "TIBURON 2DR"         "TIBURON  2DR"       
## [15142] "TIBURON 2S"          "TIBUTE"              "TICSON"             
## [15145] "TIESTO"              "TIFTON"              "TIG"                
## [15148] "TIGAN"               "TIGER 1050"          "TIGU"               
## [15151] "TIGUA"               "TIGUAH"              "TIGUAM"             
## [15154] "TIGUAN"              "TIGUAN SUV"          "TIGUAN  SUV"        
## [15157] "TIGUAN/SUV"          "TIGUAN SW"           "TIGUAN TK"          
## [15160] "TIGUAR"              "TIHUAN"              "TILT CAB"           
## [15163] "TIMBROOK"            "TINDRA"              "TIQ"                
## [15166] "TIQUAN"              "TIQUAN  SUV"         "TITA"               
## [15169] "TITAL"               "TITAN"               "TITAN`"             
## [15172] "TITAN 5.6 SE"        "TITANIUM"            "TITAN PCKUP"        
## [15175] "TITAN PICK UP"       "TITAN PKTK"          "TITAN PU"           
## [15178] "TITAN  PUP"          "TITAN PU TK"         "TITAN TK"           
## [15181] "TITAN TRUCK"         "TITANUM"             "TITAN XD"           
## [15184] "TITIAN"              "TITIGUAN"            "TJ"                 
## [15187] "TK"                  "TK`"                 "TK-"                
## [15190] "TK/"                 "TK 1500"             "TK / 1500"          
## [15193] "TK 16000 GVW"        "TK 2500"             "TK / 2500"          
## [15196] "TK 2500HD"           "TK / 2500HD"         "TK 2D"              
## [15199] "TK-2DR"              "TK/320"              "TK 3500"            
## [15202] "TK 3500HD"           "TK / 3500HD"         "TK 35OO"            
## [15205] "TK 3.7L"             "TK 4300"             "TK 4D"              
## [15208] "TK-4D"               "TK 4DOOR"            "TK 4 DOOR"          
## [15211] "TK 4DR"              "TK - 4DR"            "TK 4RUNNER"         
## [15214] "TK  4-RUNNER"        "TK - 4RUNNER"        "TK / 4RUNNER"       
## [15217] "TK 4 RUNNER"         "TK-4RUNNER"          "TK 4S"              
## [15220] "TK 4X"               "TK 4X4"              "TK  4X4"            
## [15223] "TK 4X4 RAM 1500"     "TK/500X"             "TK 5500"            
## [15226] "TK ABS CONVERSI"     "TK ACADIA"           "TK/ACADIA"          
## [15229] "TK ACADIA SUV"       "TK ARMADA"           "TK ASTRO"           
## [15232] "TK ASTRO WK VAN"     "TK AVALACHE"         "TK AVALANCE"        
## [15235] "TK AVALANCHE"        "TK / AVALANCHE"      "TK AVIATOR"         
## [15238] "TK BLAZER"           "TK BOX"              "TK  BOX"            
## [15241] "TK / BOX"            "TK/BOX"              "TK BOX TK"          
## [15244] "TK  BOX VAN"         "TK BRAVADA/BLAZ"     "TK BX"              
## [15247] "TKC"                 "TK C7500"            "TK CAB"             
## [15250] "TK-CAB"              "TK CANYON"           "TK CAYENNE"         
## [15253] "TK/CHERO"            "TK CHEROKEE"         "TK/CHEROKEE"        
## [15256] "TK/CHERR"            "TK CHERRY PICKR"     "TK COLORADO"        
## [15259] "TK - COLORADO"       "TK / COLORADO"       "TK COMMANDER"       
## [15262] "TK CREW CAB"         "TK CROSSTOUR"        "TK CRV"             
## [15265] "TK - CRV"            "TK / CRV"            "TK / CR-V"          
## [15268] "TK CR-V"             "TK/CRV"              "TK/CR-V"            
## [15271] "TKCR-V"              "TK CRV SUV"          "TK / CUBE"          
## [15274] "TK CX5"              "TK CX-5"             "TK CX-6"            
## [15277] "TK CX-7"             "TK CX9"              "TK CX-9"            
## [15280] "TK-CX-9"             "TKCX-9"              "TK DAKOTA"          
## [15283] "TK / DAKOTA"         "TK-DAKOTA"           "TK / DISCOVERY"     
## [15286] "TK DT"               "TK DUL PU"           "TK DUMP"            
## [15289] "TK  DUMP"            "TK DUMP TK"          "TK DURANGO"         
## [15292] "TK - DURANGO"        "TK/DURANGO"          "TK E150"            
## [15295] "TK E250"             "TK  E250"            "TK/E250"            
## [15298] "TKE-250"             "TK E350"             "TK E350 VAN"        
## [15301] "TK EDGE"             "TK/EDGE"             "TK EDGE SUV"        
## [15304] "TK ELEMENT"          "TK/ELEMENT"          "TK ENCLAVE"         
## [15307] "TK ENDEAVOR"         "TK-ENDEVOR"          "TK ENTERPRISE"      
## [15310] "TK ENVOY"            "TK  ENVOY"           "TK / ENVOY"         
## [15313] "TK-ENVOY"            "TK/ENVOY"            "TK EQUINOX"         
## [15316] "TK - EQUINOX"        "TK - EQUONIX"        "TK-ESALADE"         
## [15319] "TK ESCALADE"         "TK / ESCALADE"       "TK/ESCALADE"        
## [15322] "TKESCAPE"            "TK ESCAPE"           "TK - ESCAPE"        
## [15325] "TK / ESCAPE"         "TK-ESCAPE"           "TK ESC RENTAL"      
## [15328] "TK  EXP"             "TK EXPEDI"           "TK EXPEDITION"      
## [15331] "TK - EXPEDITION"     "TK EXPID"            "TK EXPIDITION"      
## [15334] "TK / EXPIDITION"     "TK EXPLOR"           "TK/EXPLOR"          
## [15337] "TK EXPLORE"          "TK EXPLORER"         "TK - EXPLORER"      
## [15340] "TK / EXPLORER"       "TK-EXPLORER"         "TK/EXPLORER"        
## [15343] "TK EXPLORER 4D"      "TK EXPLPORER"        "TK EXPLRER"         
## [15346] "TK EXPRESS"          "TK-EXPRESS VAN"      "TK EXPRESS VN"      
## [15349] "TKF150"              "TK F150"             "TK  F150"           
## [15352] "TK / F-150"          "TK F-150"            "TK-F150"            
## [15355] "TK/F150"             "TK/F-150"            "TKF-150"            
## [15358] "TK F150S"            "TKF250"              "TK F250"            
## [15361] "TK / F-250"          "TK F-250"            "TK F350"            
## [15364] "TK F-350"            "TK F450"             "TK F550"            
## [15367] "TK F650"             "TK / F-750"          "TK FJ CRUISER"      
## [15370] "TK FLATBED"          "TK FLAT BED"         "TK FLAT TOW"        
## [15373] "TK FLEX"             "TK FORESTER"         "TK FORESTER 2.5"    
## [15376] "TK FRONTIER"         "TK - FRONTIER"       "TK FX35"            
## [15379] "TK  FX35"            "TK GD CHEROKEE"      "TK/GJC"             
## [15382] "TK/GL350"            "TK GL450"            "TK, GL450"          
## [15385] "TK/GL450"            "TK/GL 450"           "TKGL 450"           
## [15388] "TK GL550"            "TK GLK350"           "TK/GLK350"          
## [15391] "TK / GRAND CHER"     "TK GRAND CHER"       "TK GRAND CHEROK"    
## [15394] "TK / GRND CHEER"     "TK GRND CHEER"       "TK GVW11000"        
## [15397] "TK GVW14000"         "TK GVW26000"         "TK GVW 26000"       
## [15400] "TK GVWR 26500"       "TK GX470"            "TK-GX470"           
## [15403] "TK/GX470"            "TK H2"               "TK H3"              
## [15406] "TK/H3"               "TK HEAVY DUTY"       "TK HHR"             
## [15409] "TK HIGHL"            "TK HIGHLADER"        "TK HIGHLAND"        
## [15412] "TK HIGHLANDER"       "TK / HIGHLANDER"     "TK-HIGHLANDER"      
## [15415] "TK JEEP"             "TK JEEP WRANGLE"     "TK JIMMY"           
## [15418] "TK/JK35"             "TK JUKE"             "TKK"                
## [15421] "TK / LAREDO"         "TK-LB"               "TK LIBERTY"         
## [15424] "TK-LIBERTY"          "TK / LIMITED"        "TK LIMITED SUV"     
## [15427] "TKLR2"               "TK LR4 SUV"          "TK/M682908"         
## [15430] "TK MAGNUM"           "TK MARINER"          "TK MDX"             
## [15433] "TK  MDX"             "TK   MDX"            "TK / MDX"           
## [15436] "TK-MDX"              "TK MDX SUV"          "TK MKX"             
## [15439] "TK MKX SUV"          "TK ML320"            "TK/ML320 SUV"       
## [15442] "TK ML350"            "TK ML 350"           "TK-ML350"           
## [15445] "TK/ML350"            "TK ML430"            "TK/ML430"           
## [15448] "TK/MODEL X"          "TK MONTERO"          "TK/MONTERO"         
## [15451] "TK MOUNTAINEER"      "TKMURANO"            "TK MURANO"          
## [15454] "TK-MURANO"           "TK/MURANO"           "TK M VAN"           
## [15457] "TK NAVIGATOR"        "TK/NAVIGATOR"        "TK ODYSSEY"         
## [15460] "TK-ODYSSEY"          "TK OLD GD WAGON"     "TK OLD PU"          
## [15463] "TK OUTBACK"          "TK OUTLANDER"        "TK - OUTLANDER"     
## [15466] "TK/OUTLANDER"        "TK OUTLOOK"          "TK PACIFICA"        
## [15469] "TK - PACIFICA"       "TK PATHFINDER"       "TK-PATHFINDER"      
## [15472] "TK/PATHFINDER"       "TKPATRIOT"           "TK PICK UP"         
## [15475] "TKPILOT"             "TK PILOT"            "TK  PILOT"          
## [15478] "TK / PILOT"          "TK-PILOT"            "TK/PILOT"           
## [15481] "TK PK UP"            "TK PU"               "TK P/U"             
## [15484] "TK-PU"               "TK PU COMCAST"       "TK PU F150"         
## [15487] "TK PU FULL"          "TK  PUP"             "TK PU RANGER"       
## [15490] "TK PU WK W/ TRL"     "TK PU W/ TRAILE"     "TKQ"                
## [15493] "TK/Q5"               "TK Q56"              "TK  Q7"             
## [15496] "TK QX4"              "TK QX56"             "TK / QX56"          
## [15499] "TK QX60"             "TK/QX60"             "TK/R4450"           
## [15502] "TK-R500"             "TK/RAIDER"           "TK RAM"             
## [15505] "TK  RAM"             "TK RAM1500"          "TK / RAM1500"       
## [15508] "TK / RAM 1500"       "TK RAM 1500"         "TK- RAM1500"        
## [15511] "TK RAM3500"          "TK RAM VAN"          "TKRANGER"           
## [15514] "TK RANGER"           "TK / RANGER"         "TK RANGE ROV"       
## [15517] "TK RANGE ROVER"      "TK/RANGEROVER"       "TK RANGER PU"       
## [15520] "TK RAV4"             "TK  RAV-4"           "TK / RAV-4"         
## [15523] "TK RAV 4"            "TK-RAV4"             "TK/ RAV 4"          
## [15526] "TK/RAV 4"            "TK RDX"              "TK/RDX"             
## [15529] "TK RECYCLE TK"       "TK / RENDEZVOUS"     "TK RIDGELINE"       
## [15532] "TK RODEO"            "TK/RODEO"            "TKROGUE"            
## [15535] "TK ROGUE"            "TK-ROGUE"            "TK/ROGUE"           
## [15538] "TK ROLLBACK"         "TK ROLL OFF"         "TK ROLL ON OFF"     
## [15541] "TK  RX"              "TK RX300"            "TK-RX 300"          
## [15544] "TK RX300 SUV"        "TK RX330"            "TK / RX330"         
## [15547] "TKRX350"             "TK RX350"            "TK  RX350"          
## [15550] "TK/RX350"            "TK RX350 SUV"        "TK - RX400"         
## [15553] "TK S10"              "TK - S10"            "TK-S10"             
## [15556] "TK/S10"              "TK/S-10"             "TK S5"              
## [15559] "TK SANTAFE"          "TK SANTA FE"         "TK/SANTA FE"        
## [15562] "TK SEPTIC TANKE"     "TK / SEQ"            "TK SEQOUIA"         
## [15565] "TK SEQUOIA"          "TK/SEQUOIA"          "TK SEQUOIS"         
## [15568] "TK SHX"              "TK SIERRA"           "TK  SIERRA"         
## [15571] "TK - SIERRA"         "TK/SIERRA"           "TK SIERRA 4DR"      
## [15574] "TK SIERRA PU"        "TKSILVERA"           "TK SILVERAD"        
## [15577] "TK SILVERADO"        "TK - SILVERADO"      "TK / SILVERADO"     
## [15580] "TK/SILVERADO"        "TK-SILVERRADO"       "TK SLT"             
## [15583] "TK SLVERADO"         "TK SM SUV"           "TK SORENTO"         
## [15586] "TK / SORENTO"        "TK-SOUL"             "TK SP"              
## [15589] "TK/SPORT"            "TK SPORTAGE"         "TK-SPORTAGE"        
## [15592] "TK SQ5"              "TK SRT8"             "TK SRX"             
## [15595] "TK SRX4"             "TK / SRX4"           "TK STX"             
## [15598] "TK SUB"              "TK SUBURB"           "TKSUBURBAN"         
## [15601] "TK SUBURBAN"         "TK - SUBURBAN"       "TK/SUBURBAN"        
## [15604] "TK SUPER DUTY"       "TK / SURB"           "TK / SURBURBAN"     
## [15607] "TKSUV"               "TK SUV"              "TK  SUV"            
## [15610] "TK   SUV"            "TK    SUV"           "TK-SUV"             
## [15613] "TK/SUV"              "TK SUV 4X4"          "TK SUV ESCAPE"      
## [15616] "TK SUV RX330"        "TK SUV X3"           "TK T100"            
## [15619] "TKTACOMA"            "TK TACOMA"           "TK / TACOMA"        
## [15622] "TK-TACOMA"           "TK TACOMA 4D"        "TK TAHOE"           
## [15625] "TK    TAHOE"         "TK - TAHOE"          "TK / TAHOE"         
## [15628] "TK-TAHOE"            "TK/TAHOE"            "TK TERRAIN"         
## [15631] "TK TITAN"            "TK/TITAN"            "TKTITAN P-UP"       
## [15634] "TK / TORRENT"        "TK TOUAREG"          "TK TOW"             
## [15637] "TK (TOW)"            "TK TOWN AND COU"     "TK TOW TK"          
## [15640] "TK TOW TRUCK"        "TK TRAILBLAZER"      "TK TRAIL BLAZER"    
## [15643] "TK-TRAILBLAZER"      "TK/TRAILBLAZER"      "TK/TRAIL BLAZER"    
## [15646] "TK TRANSIT"          "TK/ TRANSIT VAN"     "TK TRASH"           
## [15649] "TK/TRASH"            "TK TRASH TK"         "TK TRAVERSE"        
## [15652] "TK / TRAVERSE"       "TK/TRAVERSE"         "TK TRAVERSE SUV"    
## [15655] "TK TR BLAZER"        "TK TRIBUTE"          "TK TRIBUTE SUV"     
## [15658] "TK TRL BLZR"         "TK TROOPER"          "TK TUCSON"          
## [15661] "TK-TUCSON"           "TK TUNDRA"           "TK / TUNDRA"        
## [15664] "TK TUSCON"           "TK (UHAUL)"          "TK V6"              
## [15667] "TKVAN"               "TK VAN"              "TK-VAN"             
## [15670] "TK/VAN"              "TK VENZA"            "TK VIBE"            
## [15673] "TK VITARA SUV"       "TK VITURA"           "TK /VN"             
## [15676] "TK VN E250"          "TK VUE"              "TKW"                
## [15679] "TK / W4500"          "TK WAG"              "TK WK"              
## [15682] "TK WK PU"            "TK WK QUAD TK"       "TK WK VAN"          
## [15685] "TK WK VN"            "TK - WORK"           "TK WRANGLER"        
## [15688] "TK X3"               "TK X5"               "TK  X5"             
## [15691] "TK/X5"               "TK X 7/14"           "TK XC30"            
## [15694] "TK/XC70"             "TK/XC90"             "TK XC90 SUV"        
## [15697] "TK XD80"             "TK XL7"              "TK/XL7"             
## [15700] "TK XTERRA"           "TK - XTERRA"         "TK-XTERRA"          
## [15703] "TK/XTERRA"           "TK/XV90"             "TKYUE"              
## [15706] "TK YUKON"            "TK/YUKON"            "TK YUKON/TAHOE"     
## [15709] "TK YUKON XL"         "TK YUKON XL SUB"     "TK Z11"             
## [15712] "TK Z71"              "TL"                  "TL 1000"            
## [15715] "TL 2D"               "TL3"                 "TL 3.2"             
## [15718] "TL 4D"               "TL - 4D"             "TL / 4D"            
## [15721] "TL/  4D"             "TL 4DR"              "TL  4DR"            
## [15724] "TL   4DR"            "TL  4 DR"            "TL 4 DR"            
## [15727] "TL 4D SDN"           "TL 4S"               "TL  4S"             
## [15730] "TL - 4S"             "TL, 4SEDAN"          "TL5"                
## [15733] "TL 5S"               "TLC"                 "TL COUPE"           
## [15736] "TLK351"              "TLQ"                 "TLR"                
## [15739] "TLS"                 "TL S"                "TL-S"               
## [15742] "TL/S"                "TLS 4 DR"            "TL SEDAN"           
## [15745] "TLSI"                "TL TYPE S"           "TL TYPE S - 4S"     
## [15748] "TLX"                 "TLX 4D"              "TLX 4 DOOR"         
## [15751] "TLX 4S"              "TMDX"                "TMH"                
## [15754] "TN"                  "TN AND CNTRY"        "TN & CNTRY"         
## [15757] "TN & CNTRY VAN"      "TN & COUNTRY"        "TN & CTRY"          
## [15760] "TNIDRA"              "TOAN & COUNTRY"      "TOCOMA"             
## [15763] "TODCO"               "TODCO TRUCK"         "TOHOE"              
## [15766] "TOKOMA"              "TOMOS 50CC"          "TOOPER"             
## [15769] "TOPAZ"               "TOPKICK"             "TORAG"              
## [15772] "TORAIN"              "TORAREG"             "TORONADO"           
## [15775] "TORRENT"             "TORRENT SUV"         "TORRENT (SUV)"      
## [15778] "TORRENT TK"          "TORRET"              "TOTOTA"             
## [15781] "TOU"                 "TOUAREG"             "TOUAREG SUV"        
## [15784] "TOUAREG TK"          "TOUARES"             "TOUARG"             
## [15787] "TOUARGE"             "TOUG"                "TOUR"               
## [15790] "TOURAEG"             "TOURAREG"            "TOUREG"             
## [15793] "TOUREG  4DR"         "TOUREGE"             "TOUREG  SUV"        
## [15796] "TOURGE"              "TOURINE"             "TOURING"            
## [15799] "TOURING EDITION"     "TOURING SW"          "TOUTINS"            
## [15802] "TOVARES"             "TOW"                 "TOW&COUNTRY"        
## [15805] "TOWE"                "TOWN"                "TOWN 4S"            
## [15808] "TOWN ACR"            "TOWN AMD COUNTR"     "TOWN AN COUNT"      
## [15811] "TOWN AND CNTRY"      "TOWN AND CONTRY"     "TOWN AND COUN"      
## [15814] "TOWNANDCOUNRTY"      "TOWN AND COUNT"      "TOWN AND  COUNT"    
## [15817] "TOWN AND COUNTR"     "TOWNANDCOUNTRY"      "TOWN ANDCOUNTRY"    
## [15820] "TOWNAND COUNTRY"     "TOWN AND COUNTY"     "TOWN AND CRYSTL"    
## [15823] "TOWNCA"              "TOWN CAE"            "TOWN CAF"           
## [15826] "TOWNCAR"             "TOWN CAR"            "TOWN CAR 4D"        
## [15829] "TOWNCAR 4D"          "TOWN CAR 4DR"        "TOWNCAR 4DR"        
## [15832] "TOWN CAR 4S"         "TOWN CAR - 4S"       "TOWNCAR 4S"         
## [15835] "TOWNCARE"            "TOWN CAR LIMO"       "TOWN CART"          
## [15838] "TOWN & CNTR"         "TOWN CNTRY"          "TOWN & CNTRY"       
## [15841] "TOWN/CNTRY"          "TOWN&CNTRY"          "TOWN & CO"          
## [15844] "TOWN/CO"             "TOWN&CONT"           "TOWNCONTRY"         
## [15847] "TOWN CONTRY"         "TOWN &CONTRY"        "TOWN & CONTRY"      
## [15850] "TOWN&CONTRY"         "TOWN & CONTRY V"     "TOWN COUNRTY"       
## [15853] "TOWN & COUNRTY"      "TOWN & COUNRY"       "TOWN COUNT"         
## [15856] "TOWN & COUNT"        "TOWN/COUNT"          "TOWN&COUNT"         
## [15859] "TOWN & COUNTR"       "TOWN&COUNTR"         "TOWNCOUNTRY"        
## [15862] "TOWN COUNTRY"        "TOWN  COUNTRY"       "TOWN /COUNTRY"      
## [15865] "TOWN / COUNTRY"      "TOWN @ COUNTRY"      "TOWN $ COUNTRY"     
## [15868] "TOWN &COUNTRY"       "TOWN & COUNTRY"      "TOWN &  COUNTRY"    
## [15871] "TOWN + COUNTRY"      "TOWN-COUNTRY"        "TOWN/COUNTRY"       
## [15874] "TOWN/ COUNTRY"       "TOWN&COUNTRY"        "TOWN& COUNTRY"      
## [15877] "TOWN&&COUNTRY"       "TOWN&COUNTRY V"      "TOWN COUNTRY VA"    
## [15880] "TOWN&COUNTRY VA"     "TOWN&COUNTRYVAN"     "TOWNCOUNTRY VAN"    
## [15883] "TOWN COUNTRY VN"     "TOWN-COUNTRY VN"     "TOWN/COUNTRY VN"    
## [15886] "TOWN&COUNTRYVN"      "TOWN&COUNTRY VN"     "TOWN COUNTY"        
## [15889] "TOWN & COUNTY"       "TOWN/COUNTY"         "TOWN&COUNTY"        
## [15892] "TOWN&COUNTYR"        "TOWN & COUN VN"      "TOWN & CO VAN"      
## [15895] "TOWN & CTRY VAN"     "TOWN&CTRY VAN"       "TOWN/CTY VAN"       
## [15898] "TOWN&CUNTRY"         "TOWN& CUNTRY VN"     "TOWNE"              
## [15901] "TOWNECAR"            "TOWNE CAR"           "TOWNECOUNTRY"       
## [15904] "TOWNE COUNTRY"       "TOWNE&COUNTY"        "TOWNN CAR/4S"       
## [15907] "TOWN N COUBTRY"      "TOWN N COUNTRY"      "TOWN N  COUNTRY"    
## [15910] "TOWN-N-COUNTRY"      "TOWN N CUNTRY"       "TOWN OUNTRY"        
## [15913] "TOWN VAR"            "TOWOUNNTRYN &C"      "TOW TK"             
## [15916] "TOW TK ROLLBACK"     "TOW TRICK"           "TOW TRK"            
## [15919] "TOW TROCK"           "TOW TRUC"            "TOWTRUCK"           
## [15922] "TOW TRUCK"           "TOW  TRUCK"          "TOY"                
## [15925] "TOYO"                "TOYOTA"              "TOYOYA"             
## [15928] "TOYT"                "TOYT CORROLA"        "TPC"                
## [15931] "TPGS-824"            "TPILT"               "TPJ"                
## [15934] "TPK"                 "TR"                  "TRAC"               
## [15937] "TRACEL"              "TRACER"              "TRACER 4S"          
## [15940] "TRACER LS"           "TRACER LTS"          "TRACER SW"          
## [15943] "TRACKER"             "TRACKER SUV"         "TRACKER /TK"        
## [15946] "TRACKET"             "TRACKTOR"            "TRACTO"             
## [15949] "TRACTOR"             "TRACTOR CAB"         "TRACTOR/CAB"        
## [15952] "TRACTOR TRAILER"     "TRACTOR/TRAILER"     "TRACTOR TRAILOR"    
## [15955] "TRACTOR/TRL"         "TRACTOR TRUCK"       "TRACTOR/TRUCK"      
## [15958] "TRACTOR W/ 53'"      "TRAERSE"             "TRAIBLAZER"         
## [15961] "TRAIER"              "TRAIL"               "TRAILB"             
## [15964] "TRAILBALZER"         "TRAILBAZER"          "TRAIL BAZER"        
## [15967] "TRAILB;AZER"         "TRAIL BL"            "TRAILBLACER"        
## [15970] "TRAILBLAER"          "TRAIL BLAER"         "TRAIL BLAIZER"      
## [15973] "TRAILBLASER"         "TRAILBLAVER"         "TRAILBLAXER"        
## [15976] "TRAIL BLAZ"          "TRAILBLAZAER"        "TRAIL BLAZE"        
## [15979] "TRAILBLAZER"         "TRAIL BLAZER"        "TRAILBLAZER LS"     
## [15982] "TRAILBLAZER LT"      "TRAILBLAZERQ"        "TRAIL BLAZER SU"    
## [15985] "TRAILBLAZER SUV"     "TRAIL BLAZER TK"     "TRAILBLAZER TK"     
## [15988] "TRAILBLZ"            "TRAILBLZAER"         "TRAILBLZER"         
## [15991] "TRAIL BLZER"         "TRAILBLZR"           "TRAIL BLZR"         
## [15994] "TRAILBLZR SUV"       "TRAILBLZR TK"        "TRAILBRAZER"        
## [15997] "TRAIL BRAZER"        "TRAILE CAB"          "TRAILER"            
## [16000] "TRAILER BLAZER"      "TRAILER/BOX"         "TRAILHAWK"          
## [16003] "TRAIL HAWK"          "TRAILNLAZER"         "TRAILOR"            
## [16006] "TRAIL RUNNER"        "TRAIL SUV"           "TRAIN"              
## [16009] "TRAIN BLAZER"        "TRAKER"              "TRAM2500"           
## [16012] "TRAN"                "TRANIST BUS"         "TRANS"              
## [16015] "TRANSAM"             "TRANS AM"            "TRANSCONNECT VN"    
## [16018] "TRANS CONN VN"       "TRANSIT"             "TRANSIT`"           
## [16021] "TRANSIT150"          "TRANSIT 150"         "TRANSIT 220"        
## [16024] "TRANSIT 250"         "TRANSIT 250 VN"      "TRANSIT 280 VAN"    
## [16027] "TRANSIT 350"         "TRANSIT 350 VAN"     "TRANSIT350 VAN"     
## [16030] "TRANSIT BUS"         "TRANSIT CARGO"       "TRANSIT CNT"        
## [16033] "TRANSIT CONN"        "TRANSIT CONNECT"     "TRANSIT CONNET"     
## [16036] "TRANSIT DELIV V"     "TRANSIT MINI VA"     "TRANSIT MINI WK"    
## [16039] "TRANSIT SM VAN"      "TRANSIT SM VN"       "TRANSIT SM WK V"    
## [16042] "TRANSIT TRUCK"       "TRANSIT VAN"         "TRANSIT  VAN"       
## [16045] "TRANSIT -VAN"        "TRANSIT VAN 250"     "TRANSIT VN"         
## [16048] "TRANSIT WK MINI"     "TRANSIT WK VAN"      "TRANSIT XLT"        
## [16051] "TRANSIT Z50"         "TRANSPORT"           "TRANS PORT SE"      
## [16054] "TRANS SPORT"         "TRANSTAR"            "TRANSVERSE"         
## [16057] "TRANVERSE"           "TRAOLBLAZER"         "TRASH"              
## [16060] "TRASH COMPACTOR"     "TRASH TK"            "TRASH TK #54"       
## [16063] "TRASH TK  W/M"       "TRASH TRUCH"         "TRASHTRUCK"         
## [16066] "TRASH TRUCK"         "TRASK TK"            "TRAVEARSE"          
## [16069] "TRAVELER"            "TRAVERCE"            "TRAVERS"            
## [16072] "TRAVERSE"            "TRAVERSE LS"         "TRAVERSE LT"        
## [16075] "TRAVERSE LT 4S"      "TRAVERSE LT SUV"     "TRAVERSE LTZ"       
## [16078] "TRAVERSE SUV"        "TRAVERSE TK"         "TRAX"               
## [16081] "TRAX LS"             "TRAX LT"             "TRAX SUV"           
## [16084] "TR BLAZER"           "TR BLAZER SUV"       "TRBLAZER SUV"       
## [16087] "TRBLAZER TK"         "TRBLZR SUV"          "TRBUTE"             
## [16090] "TRCK"                "TRD"                 "TRD PICK UP"        
## [16093] "TRD/SOARER"          "TRD SPORT"           "TRECEL"             
## [16096] "TREE TRIMMER"        "TREE TRUCK"          "TRERCEL"            
## [16099] "TREVERS"             "TRIALBLAZER"         "TRIAL BLAZER"       
## [16102] "TRIAL BLZER"         "TRI AX DUMP"         "TRIBECA"            
## [16105] "TRIBECA SUV"         "TRIBECCA"            "TRIBEGA"            
## [16108] "TRIBUE"              "TRIBUNE"             "TRIBUTE"            
## [16111] "TRIBUTE 4D"          "TRIBUTE LX-V6"       "TRIBUTE SUV"        
## [16114] "TRIBUTE  SUV"        "TRIBUTE TK"          "TRICK"              
## [16117] "TRIKE MC"            "TRIVAN"              "TRK"                
## [16120] "TRK 150"             "TRK  4DR"            "TRK EXPLORER"       
## [16123] "TRK F150"            "TRK / F350"          "TRKK"               
## [16126] "TRK LR2"             "TRK / TITAN"         "TRK TRAILER"        
## [16129] "TRK VAN"             "TRL"                 "TRLBLAZER"          
## [16132] "TRL BLAZER"          "TRLBLZR"             "TRL BLZR 4D"        
## [16135] "TRL. BLZR. SUV"      "TRLR"                "TRL SUV"            
## [16138] "TRO"                 "TROOPER"             "TROOPER SUV"        
## [16141] "TRRCEL"              "TR/TR"               "TRU"                
## [16144] "TRUBO"               "TRUBUTE"             "TRUC"               
## [16147] "TRUCH"               "TRUCJ"               "TRUCK"              
## [16150] "TRUCK 1500"          "TRUCK 2500"          "TRUCK-2D"           
## [16153] "TRUCK 4X4"           "TRUCK 5.6"           "TRUCK 650"          
## [16156] "TRUCK APPORTION"     "TRUCK BOX"           "TRUCK CHER"         
## [16159] "TRUCK--COMMERCI"     "TRUCK F150"          "TRUCK F-150"        
## [16162] "TRUCK F 50"          "TRUCK FLT BD"        "TRUCK JUNK HAUL"    
## [16165] "TRUCKK"              "TRUCK  LX470"        "TRUCK OPEN BED"     
## [16168] "TRUCK PATH"          "TRUCK  PILOT"        "TRUCKQ"             
## [16171] "TRUCK  RANGER"       "TRUCK S-10"          "TRUCK SILVERADO"    
## [16174] "TRUCK SUV"           "TRUCK  SUV"          "TRUCK(SUV)"         
## [16177] "TRUCK TR"            "TRUCK TRACTOR"       "TRUCK XE"           
## [16180] "TRUCK Z11"           "TRUCL"               "TRUC TRACTOR"       
## [16183] "TRUK"                "TRUNK"               "TRUS"               
## [16186] "TRUSK"               "TRUVK"               "TRX"                
## [16189] "TRX350"              "TRX450R"             "TS"                 
## [16192] "TS35"                "TS4"                 "TSA"                
## [16195] "TSEQUOIA"            "TSI"                 "TSK"                
## [16198] "TSK 4S"              "TSPORTAGE"           "TS SW"              
## [16201] "TSV"                 "TSX"                 "TSX  2DR"           
## [16204] "TSX 2S"              "TSX 42"              "`TSX 4D"            
## [16207] "TSX 4D"              "TSX 4DOOR"           "TSX 4 DOOR"         
## [16210] "TSX 4DR"             "TSX  4DR"            "TSX-4DR"            
## [16213] "TSX 4DR SEDAN"       "TSX 4S"              "TSX  4S"            
## [16216] "TSX 4/S"             "TSX DR"              "TSX-S"              
## [16219] "TSX SW"              "TSX TYPE S 4S"       "TSX WG"             
## [16222] "TSY"                 "TSZ"                 "TT"                 
## [16225] "TT 2D"               "TT - 2 DOOR"         "TT 2S"              
## [16228] "TT 3.2"              "TTACOMA"             "TT CONV"            
## [16231] "TT / CV"             "TTOWNCOUNTRY"        "TTR"                
## [16234] "TTR125"              "TTS"                 "TTS / 2D"           
## [16237] "TTT"                 "TU"                  "TUAREG"             
## [16240] "TUARIS X"            "TUARUS"              "TUBE"               
## [16243] "TUC"                 "TUCK"                "TUCON"              
## [16246] "TUCSAN"              "TUCSON"              "TUCSON 4D"          
## [16249] "TUCSON, 4DR"         "TUCSON SUV"          "TUCSON  SUV"        
## [16252] "TUCSON TK"           "TUDRA"               "TUDRA TK"           
## [16255] "TUGUAR"              "TUK"                 "TUKON"              
## [16258] "TUN"                 "TUND"                "TUNDA"              
## [16261] "TUNDAR"              "TUNDNRA"             "TUNDR"              
## [16264] "TUNDRA"              "TUNDRAP"             "TUNDRA PICK UP"     
## [16267] "TUNDRA PK"           "TUNDRA PKTK"         "TUNDRA PU"          
## [16270] "TUNDRA P/U"          "TUNDRA PUP"          "TUNDRA P UP"        
## [16273] "TUNDRA P-UP"         "TUNDRAQ"             "TUNDRA TK"          
## [16276] "TUNDRA-TK"           "TUNDRA / TRK"        "TUNDRA XCAB"        
## [16279] "TUNDRY"              "TUNDWHI"             "TUNFRA"             
## [16282] "TUNRA"               "TUNRDA"              "TUR"                
## [16285] "TURAUS"              "TURBO"               "TURBO CN"           
## [16288] "TURBON"              "TURBO R"             "TURBO S"            
## [16291] "TURBOSTREAM"         "TURBOX"              "TURCK"              
## [16294] "TURNDRA"             "TURNRA"              "TURQUITO"           
## [16297] "TURRENT"             "TURUS"               "TUS"                
## [16300] "TUSCAAN"             "TUSCAN"              "TUSCANI"            
## [16303] "TUSCANI  2DR CP"     "TUSCAN SUV"          "TUSCON"             
## [16306] "TUSCON SUV"          "TUSCSON SUV"         "TUSC SUV"           
## [16309] "TUSON"               "TU V4 1100"          "TVI 1964"           
## [16312] "TW4"                 "TW 4X4"              "TW/COUNTRY"         
## [16315] "TW & CO VN"          "TWCTRY"              "TWC VN"             
## [16318] "TWIN CAM"            "TWIN CAM 4S"         "TWN 4S"             
## [16321] "TWN AND CNTRY"       "TWN AND COUN"        "TWN AND COUNT"      
## [16324] "TWN AND COUNTRY"     "TWN CAR"             "TWN&CNTRY"          
## [16327] "TWN & CNTRY VAN"     "TWNCNTY"             "TWN COUNTRY"        
## [16330] "TWN & COUNTRY"       "TWNCR"               "TWN CTRY"           
## [16333] "TWO DOOR"            "TX"                  "TX35"               
## [16336] "TXS"                 "TYPE S"              "TYPHOON"            
## [16339] "TYS"                 "U"                   "U6X"                
## [16342] "U CRUISER"           "UCSON"               "UD"                 
## [16345] "UD2000"              "UD 2600"             "UD BOX TRK"         
## [16348] "UHAUL"               "U HAUL"              "U-HAUL"             
## [16351] "UHAUL P/U"           "UHAUL TRK"           "U HAUL TRUCK"       
## [16354] "U-HAUL TRUCK"        "UHAUL TRUCK"         "UHAUL VAN"          
## [16357] "UKON"                "ULTIMA"              "ULTIMASTER"         
## [16360] "ULTRA"               "ULTRA / 4D"          "UNDAI"              
## [16363] "UNK"                 "UNKNOWN"             "UNKONWN"            
## [16366] "UNK/TK"              "UNLIMITED"           "UNLTD  SAHARA"      
## [16369] "UNMARKED"            "UNTILITY TRAILE"     "UPLAANDER"          
## [16372] "UPLANDER"            "UPLANDER   ES"       "UPLANDER L5"        
## [16375] "UPLANDER LS"         "UPLANDER LT"         "UPLANDER M VAN"     
## [16378] "UPLANDER VAN"        "UPLANDER VN"         "UPLNDER"            
## [16381] "UPS"                 "UPS BOX"             "UPS TRUCK"          
## [16384] "URORA"               "US MAIL TRUCK"       "US POSTAL"          
## [16387] "USPS"                "USTANG"              "USV"                
## [16390] "USV/4D"              "UT"                  "UT-4RUNNER"         
## [16393] "UTBACK"              "UT GL550"            "UTIL"               
## [16396] "UTILIMASTER"         "UTILITY"             "UTILITY BED"        
## [16399] "UTILITY BOX"         "UTILITY DUMP"        "UTILITYMASTER"      
## [16402] "UTILITY P/U"         "UTILITY TK"          "UTILITY TL"         
## [16405] "UTILITY TRAILER"     "UTILITY TRUCK"       "UTILITY VAN"        
## [16408] "UTIL RDX"            "UTILTY"              "UTL"                
## [16411] "UTZ / TRK"           "UU"                  "UV"                 
## [16414] "UW200"               "UZILUX"              "V"                  
## [16417] "V070"                "V1000"               "V20"                
## [16420] "V40"                 "V4000 TK"            "V40 19T"            
## [16423] "V40 SW"              "V40  SW"             "V4D"                
## [16426] "V50"                 "V 50"                "V6"                 
## [16429] "V-6"                 "V60"                 "V60-SW"             
## [16432] "V6L"                 "V6 TK"               "V70"                
## [16435] "V 70"                "V-70"                "V700"               
## [16438] "V70 4S"              "V70R"                "V70R STATION WG"    
## [16441] "V70 STATION WAG"     "V70 SW"              "V70 S/W"            
## [16444] "V70 WAGON"           "V70X"                "V70XC"              
## [16447] "V70 XC"              "V70 XC 4S"           "V70XC AWD"          
## [16450] "V 70 XC SW"          "V70 XC SW"           "V70XC SW"           
## [16453] "V70XD"               "V7OXO"               "V7STONE"            
## [16456] "V8"                  "V8 HSE"              "V8 SE"              
## [16459] "V8 TK"               "V90 SW"              "VA"                 
## [16462] "VAAN"                "VAB"                 "VAD"                
## [16465] "VAG"                 "VAL"                 "VALASTER"           
## [16468] "VALKYRIE"            "VALON"               "VALOSTER"           
## [16471] "VAM"                 "VAM - UPLANDER"      "VAN"                
## [16474] "VA N"                "VAN20"               "VAN 2500"           
## [16477] "VAN 350"             "VAN / 3500"          "VAN 5"              
## [16480] "VANAGON"             "VAN ASTRO"           "VAN BOX"            
## [16483] "VAN BOX TK"          "VAN / BOX TRUCK"     "VAN C10"            
## [16486] "VAN CARAVAN"         "VAN CARGO"           "VAN CONSTRUCT"      
## [16489] "VAND"                "VANDEN PLAS"         "VANDERPLAS"         
## [16492] "VANDER PLAS"         "VANDEX"              "VAN DIAMOND CAB"    
## [16495] "VANDURA VAN"         "VAN E150"            "VAN / E-150"        
## [16498] "VAN E-150"           "VAN E250"            "VAN  E250"          
## [16501] "VAN / E-250"         "VAN (E250)"          "VAN E-250"          
## [16504] "VAN E350"            "VAN / E350"          "VAN / E-350"        
## [16507] "VAN ECONOLINE"       "VAN ENTOURAGE"       "VAN EXCURS"         
## [16510] "VAN/EXPRES"          "VAN EXPRESS"         "VAN F 250"          
## [16513] "VAN FREESTAR"        "VAN FULL SZ PAS"     "VAN FULL WK"        
## [16516] "VAN G3 TK"           "VAN GRANCARAVAN"     "VAN GRAND CARAV"    
## [16519] "VAN ICE CREAM"       "VANIFO"              "VANJ"               
## [16522] "VAN, MINI"           "VAN MPV"             "VAN ODESSEY"        
## [16525] "VAN - ODISSEY"       "VAN ODYSSET"         "VAN ODYSSEY"        
## [16528] "VAN  ODYSSEY"        "VAN PANEL"           "VAN/PILOT"          
## [16531] "VAN QUEST"           "VAN RAM1500"         "VAN RAM 1500"       
## [16534] "VAN RAM 3500"        "VAN  -RENTAL"        "VAN SAVANA"         
## [16537] "VAN (SEINNA)"        "VAN/SHUTTLE"         "VAN SIENNA"         
## [16540] "VAN  SIENNA"         "VAN   SIENNA"        "VAN / SIENNA"       
## [16543] "VAN/SIENNA"          "VAN SMAX"            "VAN SORENTO"        
## [16546] "VAN - SUPERSHUT"     "VAN, SUPER SHUT"     "VAN/SW"             
## [16549] "VANTAGE"             "VANTAGE 2DR"         "VAN TAXI"           
## [16552] "VAN/TAXI"            "VAN - T&C"           "VAN T &C"           
## [16555] "VAN T/C"             "VAN T&C"             "VAN TERRANZA"       
## [16558] "VAN-TK"              "VAN/TK"              "VAN -TOURING"       
## [16561] "VAN TOWN & COUN"     "VAN TOWN COUNTR"     "VAN TOWN@COUNTR"    
## [16564] "VAN TRANSIT"         "VAN/TRUCK"           "VANTURE"            
## [16567] "VAN-UHAUL"           "VAN (UHUAL)"         "VAN UPLANDER"       
## [16570] "VAN VENTURE"         "VAN VILLAGER"        "VAN VOYAGER"        
## [16573] "VAN WINDSTAR"        "VAN / WINDSTAR"      "VAN WK"             
## [16576] "VAN WOK TRUCK"       "VAN XLE"             "VAN-XLE"            
## [16579] "VANZA"               "VAQN"                "VARIS"              
## [16582] "VARIS 4S"            "VARTS"               "VAV"                
## [16585] "VAVIGATOR"           "VB"                  "VC70"               
## [16588] "V-CROSS"             "V (CTS SOUPED)"      "VDP"                
## [16591] "VE"                  "VEERSA"              "VEH"                
## [16594] "VEHICLE"             "VE HUNDRED"          "VEL"                
## [16597] "VELAR"               "VELASTAR"            "VELASTER"           
## [16600] "VELASTER 2S"         "VELESTAR"            "VELOCITER"          
## [16603] "VELOCITOR"           "VELOCITY"            "VELOS"              
## [16606] "VELOSETER"           "VELOSIA"             "VELOSITER"          
## [16609] "VELOSTAR"            "VELOSTAR P3P"        "VELOSTE"            
## [16612] "VELOSTER"            "VELOSTER 2D"         "VELOSTER 2DR"       
## [16615] "VELOSTER 2HB"        "VELOSTER 2S"         "VELOSTER  2S"       
## [16618] "VELOSTER 3S"         "VELOSTER HATCH"      "VELOSTER TURBO"     
## [16621] "VELOSTERTURBO2D"     "VELOUSIA"            "VELSTAR"            
## [16624] "VELUSIA"             "VELUSTER"            "VEN"                
## [16627] "VENCA"               "VENEA"               "VENEA / VAN"        
## [16630] "VENEZA"              "VENNA"               "VENSA"              
## [16633] "VENSA SUV"           "VENTARA"             "VENTRA"             
## [16636] "VENTTURE"            "VENTURA"             "VENTURE"            
## [16639] "VENTURE VAN"         "VENTURE VN"          "VENVEN"             
## [16642] "VENZA"               "VENZA 4S"            "VENZA SUV"          
## [16645] "VENZA  SUV"          "VENZA/ SUV"          "VENZA SW"           
## [16648] "VENZA TK"            "VER"                 "VER 4D"             
## [16651] "VERA"                "VERA 4S"             "VERAAS"             
## [16654] "VERACRUZ"            "VERA CRUZ"           "VERACRUZE"          
## [16657] "VERACRUZE SUV"       "VERACRUZ MINIVN"     "VERACRUZ SUV"       
## [16660] "VERACRUZ TK"         "VERAGO"              "VERAND"             
## [16663] "VERANDO"             "VERANG"              "VERANO"             
## [16666] "VERANO 4D"           "VERANO 4S"           "VERGE"              
## [16669] "VERIX"               "VERIZON TRUCK"       "VERLANO"            
## [16672] "VERNTURE"            "VERONA"              "VERONI"             
## [16675] "VERONQ"              "VERROCRUZ"           "VERS"               
## [16678] "VERSA"               "VERSA`"              "VERSA  2HB"         
## [16681] "VERSA 4D"            "VERSA4DR"            "VERSA 4DR"          
## [16684] "VERSA 4H"            "VERSA 4S"            "VERSA  4S"          
## [16687] "VERSA - 4S"          "VERSA  5S"           "VERSA HB"           
## [16690] "VERSA  HB"           "VERSA NOTE"          "VERSAR"             
## [16693] "VERSAS"              "VERSA SL"            "VERSA SV"           
## [16696] "VERSE"               "VERSO"               "VERSSA"             
## [16699] "VERSYS"              "VERUCRUZ"            "VERZA"              
## [16702] "VESPA"               "VETTE"               "VETTURE"            
## [16705] "VEU"                 "VFR"                 "VFR750"             
## [16708] "VFR800A"             "VHEROKEE"            "VHS"                
## [16711] "VIARA"               "VIB"                 "VIBE"               
## [16714] "VIBE 4D"             "VIBE 4DR"            "VIBE 4S"            
## [16717] "VIBE   5DR"          "VIBE GT"             "VIBE  WGN"          
## [16720] "VIC"                 "VIC 4S"              "VICIC"              
## [16723] "VICTORIA"            "VICTORIAN"           "VICTORY"            
## [16726] "VIENNA"              "VIEW"                "VIGARO"             
## [16729] "VIGGA"               "VIGOA"               "VIGOR"              
## [16732] "VIGOR 2D"            "VILIGER"             "VILLAGE"            
## [16735] "VILLAGER"            "VILLAGER ES"         "VILLAGER G5"        
## [16738] "VILLAGER GS"         "VILLAGER LS"         "VILLAGER VAN"       
## [16741] "VILLAGER / VAN"      "VILLAGER VN"         "VILLANGER"          
## [16744] "VILLIGER"            "VILLRGER"            "VINO"               
## [16747] "VINO SCOOTER"        "VINTARA"             "VIP"                
## [16750] "VIPER"               "VIPER50"             "VIPER CN"           
## [16753] "VIP FUTURE CHAM"     "VIRS"                "VISION"             
## [16756] "VISION 4S"           "VISTA"               "VITARA"             
## [16759] "VITARA SUV"          "VITARA (SUV)"        "VITERA"             
## [16762] "VITRA"               "VIVE"                "VIVIC"              
## [16765] "VLE"                 "VM"                  "VN"                 
## [16768] "V N"                 "VN 3500 EX TALL"     "VN ASTRO"           
## [16771] "VN  ASTRO"           "VN / ASTRO"          "VN ASTRO WK"        
## [16774] "VN CARAVAN"          "VN / CARAVAN"        "VN/CARAVAN"         
## [16777] "VN COMCAST"          "VN CRV"              "VN CR-V"            
## [16780] "VN DELIV"            "VN E-150"            "VN/E150"            
## [16783] "VN E250"             "VN E-250"            "VN E350"            
## [16786] "VN  E-350"           "VN / E-350"          "VN EUROVAN"         
## [16789] "VN EXPRESS"          "VN-EXPRESS"          "VN/EXPRESS"         
## [16792] "VN FREESTAR"         "VN FREESTYLE"        "VN / FREESTYLE"     
## [16795] "VN GD CARAVAN"       "VN GRAND CARAVA"     "VN/GRAND CARAVA"    
## [16798] "VN GR CARAVAN"       "VN LE"               "VN LG"              
## [16801] "VN METRO ACCESS"     "VNMINIVAN"           "VN  MON"            
## [16804] "VN MPV"              "VN / MPV"            "VN M VAN"           
## [16807] "VNN"                 "VN ODESSEY"          "VN/ODESSEY"         
## [16810] "VNODESSY"            "VN ODY"              "VN ODYESSY"         
## [16813] "VN ODYS"             "VNODYSSEY"           "VN ODYSSEY"         
## [16816] "VN  ODYSSEY"         "VN / ODYSSEY"        "VN-ODYSSEY"         
## [16819] "VN/ODYSSEY"          "VN ORANGE TAXI"      "VN PACIFICA"        
## [16822] "VN PREVIA"           "VNQ"                 "VNQUEST"            
## [16825] "VN QUEST"            "VN-QUEST"            "VN QUEST RENTAL"    
## [16828] "VN RAM 1500"         "VN REGENCY TAXI"     "VN RELAY"           
## [16831] "VN RX350"            "VNS"                 "VN SEDONA"          
## [16834] "VN-SEDONA"           "VN SIENNA"           "VN  SIENNA"         
## [16837] "VN - SIENNA"         "VN / SIENNA"         "VN-SIENNA"          
## [16840] "VN/SIENNA"           "VNSIENNAS"           "VN SILHOUETTE"      
## [16843] "VN SM BUS"           "VN/SPRINGTER/VA"     "VN (TAXI)"          
## [16846] "VN TAXI VN"          "VN TC"               "VN T&C"             
## [16849] "VN TERRAZA"          "VNTK"                "VN TK"              
## [16852] "VN TN & COUNTRY"     "VN TON & COUNTR"     "VN/TOWN&CONTRY"     
## [16855] "VN TOWN &COUNTR"     "VN TOWN COUNTRY"     "VN TOWN/COUNTRY"    
## [16858] "VN/TOWNCOUNTRY"      "VN/TRANSIT"          "VN / TWN-COUNTR"    
## [16861] "VN / TWN&COUNTR"     "VN UHAUL"            "VNVAN"              
## [16864] "VN VENTURA"          "VN VENTURE"          "VN VOYAGER"         
## [16867] "VN WINDSTAR"         "VN WK"               "VOG"                
## [16870] "VOGUE"               "VOLASTER"            "VOLE"               
## [16873] "VOLESTAR"            "VOLESTER"            "VOLKSWAGEN"         
## [16876] "VOLKSWAGON"          "VOLKWAGON"           "VOLOSTER"           
## [16879] "VOLOSTER 2S"         "VOLSETER"            "VOLSTER"            
## [16882] "VOLT"                "VOLT 4D"             "VOLT 4DR"           
## [16885] "VOLT 4S"             "VOLT EL"             "VOLVO"              
## [16888] "VOLY"                "VONVIRTABLE"         "VOT"                
## [16891] "VOY"                 "VOYAGE"              "VOYAGER"            
## [16894] "VOYAGERS"            "VOYAGER VAN"         "VOYAGER VN"         
## [16897] "VOYGER"              "VOYOGER"             "VP"                 
## [16900] "VPR800FI"            "VR"                  "VR6"                
## [16903] "VROWN VIC"           "VRS"                 "VS800GLP/INTRUD"    
## [16906] "VSL"                 "VT"                  "VT750LSHADOW"       
## [16909] "VTEC"                "V TEC"               "VTO"                
## [16912] "VTX"                 "VTX1800"             "VU6"                
## [16915] "VUB"                 "VUE"                 "VUE 4D"             
## [16918] "VUE 4DR SUV"         "VUE SU"              "VUE SUV"            
## [16921] "VUE  SUV"            "VUE - SUV"           "VUE/SUV"            
## [16924] "VUE SUV 4D"          "VUE TK"              "VUEXE"              
## [16927] "VUE XE"              "VUE XR"              "VULCAN"             
## [16930] "VULCAN MC"           "VULUSIA"             "VUS"                
## [16933] "VUTARA"              "VVAN"                "VW"                 
## [16936] "VWNZA"               "W"                   "W12"                
## [16939] "W250"                "W3500"               "W3500 BOX TK"       
## [16942] "W3500 STAKEBODY"     "W4"                  "W4500"              
## [16945] "W4500 BOX TK"        "W450 DUMP"           "W450 GVW 14500"     
## [16948] "W4DR"                "W4S"                 "W50"                
## [16951] "W550"                "W5500"               "W5500 18000GVW"     
## [16954] "W5500 DS"            "W900"                "WA"                 
## [16957] "WAG"                 "WAGGON"              "WAGON"              
## [16960] "WAGON BL"            "WAGONEER"            "WAGON IMPREZA"      
## [16963] "WAGON SL"            "WAN"                 "WANGLER"            
## [16966] "WARNGLER"            "WASTE"               "WASTE TRUCK"        
## [16969] "WATER DELIVERY"      "WBANB33534"          "WDGE"               
## [16972] "WERSA"               "WESTWOOD"            "WFH50-82 (R8)"      
## [16975] "WG"                  "WGN"                 "WHITE"              
## [16978] "WHITE BOX TK"        "WHITE VAN"           "WIN CAM"            
## [16981] "WINCHESTER VAN"      "WINDSTAER"           "WINDSTAR"           
## [16984] "WIND STAR"           "WINDSTAR LX"         "WINDSTAR MINIVA"    
## [16987] "WINDSTAR MVN"        "WINDSTART"           "WINDSTAR TK"        
## [16990] "WINDSTAR VAN"        "WINDSTAR VN"         "WINDSTER"           
## [16993] "WINDSTR VN"          "WINGSTAR"            "WINNEBAGO"          
## [16996] "WINSDSTAR"           "WINSTAR"             "WINSTAR VAN"        
## [16999] "WK"                  "WK BODY"             "WK TK"              
## [17002] "WK VAN"              "WK VAN E150"         "WK VN"              
## [17005] "WK VN KOLB ELEC"     "WK VN SHORT"         "WLANTRA"            
## [17008] "WN"                  "WNDSTAR"             "WOODEN BED"         
## [17011] "WOODSTAR"            "WORK"                "WORKHORSE"          
## [17014] "WORK TK"             "WORK TRICK"          "WORK TRUCK"         
## [17017] "WORKVAN"             "WORK VAN"            "WORK VAN/BOX"       
## [17020] "WQUINOX"             "WR"                  "WR 4DR"             
## [17023] "WRAGLER"             "WRAITH"              "WRAMGLER"           
## [17026] "WRAN"                "WRANG"               "WRANGELER"          
## [17029] "WRANGER"             "WRANGLE"             "WRANGLER"           
## [17032] "WRANGLER`"           "WRANGLER 2D"         "WRANGLER 2DR"       
## [17035] "WRANGLER 4D"         "WRANGLER 4 DOOR"     "WRANGLER-4DOOR"     
## [17038] "WRANGLER 4DR"        "WRANGLER 4S"         "WRANGLER/ CJ"       
## [17041] "WRANGLER  HARDT"     "WRANGLER SPORT"      "WRANGLER SU"        
## [17044] "WRANGLER SUV"        "WRANGLER TK"         "WRANGLER U"         
## [17047] "WRANGLER UNLIM"      "WRANGLER UNLIMI"     "WRANGLER UNLTD."    
## [17050] "WRANGLR"             "WRANGLRR"            "WRANJLER"           
## [17053] "WRENG"               "WRG"                 "WRG SUV"            
## [17056] "WRI"                 "WRK"                 "WRNG"               
## [17059] "WRNGLER"             "WRS"                 "WRX"                
## [17062] "WRX 2.0"             "WRX 24DR"            "WRX 2S"             
## [17065] "WRX 4D"              "WRX 4DR"             "WRX  4DR"           
## [17068] "WRX 4S"              "WRX - 4S"            "WRX HATCH"          
## [17071] "WRX IMPREZA"         "WRX PREMIU"          "WRX STI"            
## [17074] "WRX-STI"             "WRX SW"              "WS"                 
## [17077] "WS300"               "WSCALADE"            "WSCAPE"             
## [17080] "WSD"                 "WT1500"              "W/T 1500"           
## [17083] "WT5500"              "WTK"                 "WV3500"             
## [17086] "W/VAN"               "WXPLORER"            "WXR STI"            
## [17089] "X"                   "X07"                 "X070"               
## [17092] "X0800"               "X090"                "X1"                 
## [17095] "X12"                 "X12 (STAT WGN)"      "X16"                
## [17098] "X18"                 "X1 SUV"              "X1 (SUV)"           
## [17101] "X2"                  "X 2.5"               "X28"                
## [17104] "X2 SUV"              "X3"                  "X 3"                
## [17107] "X30"                 "X300"                "X3.0 4D"            
## [17110] "X330"                "X3 3.01"             "X3 4D"              
## [17113] "X35"                 "X350"                "X35I"               
## [17116] "X3 SU"               "X3 SUV"              "X3  SUV"            
## [17119] "X3 TK"               "X4"                  "X5"                 
## [17122] "X5 3.0"              "X5 4D"               "X5 4S"              
## [17125] "X5 SU"               "X-5 SUV"             "X5 SUV"             
## [17128] "X5  SUV"             "X5   SUV"            "X5 - SUV"           
## [17131] "X5/ SUV"             "X5 TK"               "X5 TRUCK"           
## [17134] "X6"                  "X60"                 "X6 SUV"             
## [17137] "X7"                  "X70"                 "X70XC"              
## [17140] "X70 XC"              "X8"                  "X88"                
## [17143] "X8 M"                "X9"                  "X90"                
## [17146] "X 90"                "XA"                  "X A"                
## [17149] "XA 4S"               "XARIS"               "XB"                 
## [17152] "XB 4D"               "XB 4DR"              "XB 4D SUV"          
## [17155] "XB 4D SW"            "XB 4S"               "XB 5D"              
## [17158] "XB BOX"              "XB SQUAREMOBILE"     "XB SUV"             
## [17161] "XB  SUV"             "XB SW"               "XB TK"              
## [17164] "XC"                  "XC30"                "XC350"              
## [17167] "XC40"                "XC50"                "XC6"                
## [17170] "XC60"                "XC 60"               "XC-60"              
## [17173] "XC60 SUV"            "XC 60   TK"          "XC7"                
## [17176] "XC70"                "XC 70"               "XC70 SW"            
## [17179] "XC70  SW"            "XC70 T6"             "XC70 XCOUNTRY"      
## [17182] "XC80"                "XC 80"               "XC80 TK"            
## [17185] "XC9"                 "XC90"                "XC 90"              
## [17188] "XC-90"               "XC900"               "XC 90  4DR SUV"     
## [17191] "XC90 AWD"            "XC 90 SUV"           "XC90 SUV"           
## [17194] "XC90/T60"            "XC 90 TK"            "XC90 TK"            
## [17197] "XC98"                "XCBC"                "XCS"                
## [17200] "XC SC"               "XD"                  "XD 4DR"             
## [17203] "XD  4DR"             "XD 4H"               "XD - 4H"            
## [17206] "XD 4S"               "XD60"                "XD90"               
## [17209] "XD 90"               "XDE60"               "XD (STA WAGON)"     
## [17212] "XE"                  "XE 4D"               "XE70"               
## [17215] "XE PICKUP"           "XERRA"               "XE TK"              
## [17218] "XE  TK"              "XE TRUCK"            "XE-V6"              
## [17221] "XE-V6 PICKUP"        "XF"                  "XF200"              
## [17224] "XF 4DOOR"            "XF 4DR"              "XF 4S"              
## [17227] "XG"                  "XG250"               "XG300"              
## [17230] "XG 300"              "XG300I"              "XG300L"             
## [17233] "XG 300L"             "XG300 SEDAN"         "XG350"              
## [17236] "XG 350"              "XG3500"              "XG3501"             
## [17239] "XG350I"              "XG350L"              "XG 350L"            
## [17242] "XG350L 4DR"          "XG35OL"              "XG750"              
## [17245] "XGK"                 "XION"                "XIR"                
## [17248] "XIS"                 "XITERRA"             "XJ"                 
## [17251] "XJ12"                "XJ300"               "XJ 4S"              
## [17254] "XJ6"                 "XJ6 4S"              "XJ6L"               
## [17257] "XJ8"                 "XJ8 4S"              "XJ8L"               
## [17260] "XJ8 L"               "XJ8 L 4DR"           "XJE"                
## [17263] "XJL"                 "XJR"                 "XJS"                
## [17266] "XJS CONV"            "XJ SPORT"            "XJ  SPORT"          
## [17269] "XK"                  "XK 2010"             "XK8"                
## [17272] "XK8 CONV"            "XKB"                 "XKR"                
## [17275] "XKT"                 "XL"                  "XL350"              
## [17278] "XL6"                 "XL7"                 "XL-7"               
## [17281] "XL.7"                "XL-7 LIMITED"        "XL.7  SUV"          
## [17284] "XL7 SUV"             "XL7 TK"              "XL81"               
## [17287] "XL8J"                "XLE"                 "XLE MINI VAN"       
## [17290] "XLE VAN"             "XLE (VAN)"           "XLE VN"             
## [17293] "XLF"                 "XLJ"                 "XLR"                
## [17296] "XLS"                 "XL SPORT 4D"         "XLT"                
## [17299] "XLT 4WD TK"          "XLT CARGO VAN"       "XLT SUV"            
## [17302] "XLU"                 "XL-Y"                "XLZ"                
## [17305] "XO350"               "XO350L"              "XO 350L"            
## [17308] "XO60"                "XONCORD"             "XPLORER"            
## [17311] "XPRESS"              "XPRESS VAN"          "XR"                 
## [17314] "XR1"                 "XR1200"              "XR50R"              
## [17317] "XR8"                 "XR80"                "XRERRA"             
## [17320] "XRS"                 "XS"                  "XS90"               
## [17323] "XSEDAN"              "XT"                  "XT5"                
## [17326] "XTER"                "XTERA"               "X TERA"             
## [17329] "XTERAA"              "XTERARRA SUV"        "XTERRA"             
## [17332] "X TERRA"             "X-TERRA"             "XTERRA 4D"          
## [17335] "XTERRA SE"           "XTERRA SU"           "XTERRA SUV"         
## [17338] "XTERRA  SUV"         "XTERRA TK"           "XTERRA-TK"          
## [17341] "XTERRRA"             "X TPE"               "XTREME"             
## [17344] "XTREME/S10"          "XTRERRA"             "XTS"                
## [17347] "XTS4"                "XTS 4D"              "XTS 4DR"            
## [17350] "XT SW"               "XTTERA"              "XTYPE"              
## [17353] "X TYPE"              "X  TYPE"             "X-TYPE"             
## [17356] "X-TYPE 2.5"          "XTYPE 2.5"           "XTYPE 2.5 4D"       
## [17359] "XTYPE 2.5 4DR"       "XTYPE 3"             "X-TYPE 3.0"         
## [17362] "XTYPE 3.0"           "XTYPE 3.0 4D"        "X-TYPE 4D"          
## [17365] "X TYPE 4DR"          "XTYPE 4DR"           "X-TYPE 4S"          
## [17368] "X-TYPE A"            "XTYPRE"              "X TYPW 2.5"         
## [17371] "XUV"                 "XV"                  "XV 60"              
## [17374] "XV CROSSTREK"        "XV CROSS TREK"       "XVS1100"            
## [17377] "XX"                  "XX4 SPORT"           "XX7"                
## [17380] "XXX"                 "XXXX"                "XY150"              
## [17383] "XYERRA"              "YAARIS"              "YACOMA"             
## [17386] "YAERIS"              "YAIRS 4S"            "YAKON"              
## [17389] "YAMAHA"              "YANIS"               "YAR"                
## [17392] "YARI"                "YARIS"               "YARIS02"            
## [17395] "YARIS 2D"            "YARIS-2D"            "YARIS 2H"           
## [17398] "YARIS 2S"            "YARIS / 2S"          "YARIS 4D"           
## [17401] "YARIS 4DR"           "YARIS 4H"            "YARIS 4S"           
## [17404] "YARIS  4S"           "YARIS LE"            "YARS"               
## [17407] "YARUS"               "YB50"                "YELLOW"             
## [17410] "YELLOW CAB"          "YENZA"               "YIKON"              
## [17413] "YK"                  "YKON"                "YOKON"              
## [17416] "YOKON XL"            "YOUKON"              "YOUKON XL"          
## [17419] "YOWN CAR"            "YOYAGER"             "YRK"                
## [17422] "YSX"                 "YUCKON"              "YUCON"              
## [17425] "YUCON SUV"           "YUCSON"              "YUE"                
## [17428] "YUKIN"               "YUKKON"              "YUKNON"             
## [17431] "YUKN SUV"            "YUKO"                "YUKOM"              
## [17434] "YUKON"               "YUKON 4DR"           "YUKON DENALI"       
## [17437] "YUKONE"              "YUKONLXL"            "YUKON SLE"          
## [17440] "YUKON SU"            "YUKON SUB"           "YUKON SUV"          
## [17443] "YUKON  SUV"          "YUKON TAHOE"         "YUKON /TAHOE"       
## [17446] "YUKON TK"            "YUKON  TK"           "YUKON/ TK"          
## [17449] "YUKON TRUCK"         "YUKON X."            "YUKONXL"            
## [17452] "YUKON XL"            "YUKON  XL"           "YUKON XL 4D"        
## [17455] "YUKON XL SUV"        "YUKON XL  SUV"       "YUKUN SUV"          
## [17458] "YULON"               "YULON DENALI"        "YUON"               
## [17461] "YURIS"               "YURON"               "YW5"                
## [17464] "YY 150T-12"          "YY150T-50"           "YY50QT-6"           
## [17467] "YZ"                  "YZ85"                "YZF"                
## [17470] "YZF6"                "YZFR1"               "YZFR6"              
## [17473] "YZF-R6"              "YZFR6GL"             "YZFR6L"             
## [17476] "YZF-R6S"             "Z"                   "Z1"                 
## [17479] "Z10"                 "Z100"                "Z11"                
## [17482] "Z11 SUV"             "Z11 / SUV"           "Z13X"               
## [17485] "Z16"                 "Z26"                 "Z28"                
## [17488] "Z28  2S"             "Z28 COUPE"           "Z3"                 
## [17491] "Z-315"               "Z3/ 2H"              "Z3 3.0"             
## [17494] "Z350"                "Z3CN"                "Z3 CONV"            
## [17497] "Z3 - CONV"           "Z3 CONVERTIBLE"      "Z3 ROADSTER"        
## [17500] "Z4"                  "Z 4"                 "Z4 2DR"             
## [17503] "Z4 2S"               "Z4 CN"               "Z4 CONV"            
## [17506] "Z4 CONV 2DR"         "Z.5"                 "Z53"                
## [17509] "Z5Z"                 "Z6T"                 "Z71"                
## [17512] "Z-71"                "Z71 SUV"             "Z71 TAHOE"          
## [17515] "Z71 TRUCK"           "Z77"                 "Z88"                
## [17518] "Z9"                  "Z90"                 "ZDX"                
## [17521] "ZDX CROSS"           "ZDX/SUV"             "ZEFHYR"             
## [17524] "ZEPHER"              "ZEPHYR"              "ZEPHYR  4DR"        
## [17527] "ZEPHYR 4S"           "ZEPHYT/4S"           "ZEPYER"             
## [17530] "ZETTA"               "ZHONGNENG"           "ZIPR3I"             
## [17533] "ZKR"                 "ZL1"                 "ZONIC"              
## [17536] "Z PICK UP"           "ZR"                  "ZSX"                
## [17539] "ZTERRA"              "ZTS"                 "ZUMA"               
## [17542] "ZUMA SPORTS SCO"     "ZUMMER"              "ZX"                 
## [17545] "ZX10"                "ZX1000"              "ZX10R"              
## [17548] "ZX-10R"              "ZX1200"              "ZX14R"              
## [17551] "ZX2"                 "ZX3"                 "ZX6"                
## [17554] "ZX-6"                "ZX 600"              "ZX636FGFL"          
## [17557] "ZX6R"                "ZX-6R"               "ZX8R"               
## [17560] "ZX9"                 "ZY1 SUBURBAN"        "ZZR1200"

Yikes. We can see here that there are all kinds of misspellings (over 45 different ways to spell or abbreviate “Chrysler”), different spellings/spacing (“325I 4DR” vs. “325I 4DR”), and data entry errors (“ACCENT” is a model, but it’s also listed under make).

Rather than trying to reclassify every type of vehicle properly, for this tutorial, we’ll only show you how to clean up a few of the car makes, but we encourage the reader to see what else they can fix up! (One thing to note is that in some cases, pre-cleaning of the data might actually be easier. On a smaller dataset in a similar case (one with many, many misspellings), if you were planning to use the make or model of the car for any kind of data analysis, it might be easier to open the CSV file in Excel or a similar program and manually change the spellings using Excel’s built-in filters to select the ones that you want to change all at once, rather than using several regular expressions to account for every misspelling.)

We’re going to need some heavy use of regular expressions to deal with this data, and in order to do so, we need to actually convert the factor to a character so we can treat it as text. R will do this implicitly for you when you use the str_replace function we will be using below, but if you want to do it explicitly for any reason, you can.

#save the levels so we can still look at them after converting make to text. You can look at them using View()
makes <- levels(dat$make) 

#explicitly convert make to character type
dat$make <- as.character(dat$make) 

Let’s start using regular expressions to clean things up! This is where saving the levels comes into play. You can look back at them to decide what to use for your regular expressions to make sure you catch as many things as possible with a single regex, but without catching things you don’t want. There are a number of ways to replace strings in R, but I like using str_replace.

Regular expressions themselves are outside the scope of this tutorial, but if you’ve never been exposed to them before, see this cheatsheet or this tutorial. Note that regular expressions can be slightly different from language to language, but the concepts are the same.

dat$make <- str_replace(dat$make, "^0LDS.*", "OLDSMOBILE")

Here we replaced the data that said “0LDS” or “0LDSMOBILE” with “OLDSMOBILE.” We’ll do a few more similarly.

dat$make <- str_replace(dat$make, ".*RUNNER.*", "TOYOTA") #4RUNNER
dat$make <- str_replace(dat$make, ".*TOYOTA.*", "TOYOTA") #has TOYOTA in it
dat$make <- str_replace(dat$make, "^AC..?RA$", "ACURA")
dat$make <- str_replace(dat$make, "^ACURA.*", "ACURA")
dat$make <- str_replace(dat$make, "^ACUR.*", "ACURA")
dat$make <- str_replace(dat$make, "^AC..A$", "ACURA")
dat$make <- str_replace(dat$make, "^ACU.?$", "ACURA")
dat$make <- str_replace(dat$make, "^ACR.$", "ACURA")
dat$make <- str_replace(dat$make, "^ACCU.?$", "ACURA")
dat$make <- str_replace(dat$make, "^ACUAR$", "ACURA")

Now let’s change the column back to a factor and see the results:

dat$make <- as.factor(dat$make)
levels(dat$make)
##    [1] ""                     "-"                    "----"                
##    [4] "...."                 "00"                   "000"                 
##    [7] "0000"                 "00000"                "1990"                
##   [10] "1995"                 "1999"                 "1=TOYT"              
##   [13] "2000XK8"              "2003"                 "2004"                
##   [16] "2005"                 "2006"                 "2007"                
##   [19] "2008"                 "2009"                 "2010"                
##   [22] "2011"                 "2013"                 "2014"                
##   [25] "2015"                 "2016"                 "2AC9011"             
##   [28] "2AF9852"              "2AN5185"              "2BD3611"             
##   [31] "2DR"                  "2S"                   "3"                   
##   [34] "325"                  "325I"                 "36V663"              
##   [37] "3FNY97"               "3MD4389"              "4BB5077"             
##   [40] "4CD1022"              "4D"                   "4DOOR"               
##   [43] "4DR"                  "4 DR"                 "4S"                  
##   [46] "4X4"                  "5AF4097"              "5AJ8506"             
##   [49] "5BB7282"              "5BL2341"              "6BR9831"             
##   [52] "6FAJ71"               "70000"                "7BE9868"             
##   [55] "8BD1682"              "8BY1270"              "99"                  
##   [58] "9BT8644"              "9CAZ95"               "A"                   
##   [61] "ABY"                  "ACAD"                 "ACC"                 
##   [64] "ACCENT"               "ACCO"                 "ACCORD"              
##   [67] "ACURA"                "ADILLAC"              "ADLY"                
##   [70] "ADUI"                 "ADVA"                 "ADVENGER"            
##   [73] "AEILLA"               "AGA"                  "AIDI"                
##   [76] "AIRS"                 "ALERO"                "ALFA"                
##   [79] "ALFA ROMEO"           "ALFA ROMERO"          "ALTIMA"              
##   [82] "AMC"                  "AMER"                 "AMERICAN"            
##   [85] "AMERICANA"            "AMG"                  "AMGE"                
##   [88] "AM GENERAL"           "AMMO"                 "AMO"                 
##   [91] "AMTI"                 "ANDE"                 "AOTAO"               
##   [94] "APOLLO"               "APRI"                 "APRIL"               
##   [97] "APRILIA"              "APRILLA"              "APRILLIA"            
##  [100] "AQCURA"               "ARCURA"               "ARES"                
##  [103] "ARIS"                 "ARISING"              "ASM"                 
##  [106] "AST"                  "ASTO"                 "ASTON MARTIN"        
##  [109] "ASTRO"                "ASTRO MARTIN"         "ATM"                 
##  [112] "ATURN"                "ATV"                  "ATWO"                
##  [115] "AU"                   "AUBU"                 "AUCI"                
##  [118] "AUCRA"                "AUD"                  "AUD1"                
##  [121] "AUDDI"                "AUDI"                 "AUDIE"               
##  [124] "AUDII"                "AUDIO"                "AUDIQ"               
##  [127] "AUDIVAL2003"          "AUDIVAL2008"          "AUDIVAL2011"         
##  [130] "AUDIVAL2013"          "AUDO"                 "AUDU"                
##  [133] "AUDUI"                "AUDY"                 "AUFI"                
##  [136] "AUGI"                 "AUI"                  "AUID"                
##  [139] "AUIDI"                "AUR"                  "AURA"                
##  [142] "A URA"                "AURRA"                "AUSTIN MARTIN"       
##  [145] "AUTC"                 "AUTO"                 "AUTOCAR"             
##  [148] "AVALON"               "AVANTI"               "AVCURA"              
##  [151] "AVUR"                 "AVURA"                ",AZDA"               
##  [154] "B0W"                  "BADO"                 "BAJA"                
##  [157] "BAJA MOTORSPORT"      "BARCH"                "BART"                
##  [160] "BARTLEY"              "BASH"                 "BASHAN"              
##  [163] "BEAMER"               "BECK"                 "BELM"                
##  [166] "BELMONT"              "BEND"                 "BENT"                
##  [169] "BENTLEY"              "BENTLY"               "BENZ"                
##  [172] "BETERBUILT"           "BETT"                 "BGTX"                
##  [175] "B=HYUNDAI"            "BIANCHI"              "BICYCLE"             
##  [178] "BIG"                  "BIGT"                 "BIGTEX"              
##  [181] "BIG TEX"              "BIKE"                 "BINTELLI"            
##  [184] "BISSAN"               "BIUCK"                "BIUICK"              
##  [187] "BLACK"                "BLK"                  "BLUE"                
##  [190] "BLUE BIRD"            "BM"                   "BMA"                 
##  [193] "BMC"                  "BMD"                  "BME"                 
##  [196] "BMI"                  "BMQ"                  "BMQBMW"              
##  [199] "BMS"                  "BMV"                  "BMW"                 
##  [202] "BMW`"                 "BMW`1"                "BMW2S"               
##  [205] "BMW740SI"             "BMW CN"               "BMW MINI"            
##  [208] "BMWV"                 "BMWVAL1995"           "BMWVAL2003"          
##  [211] "BMWVAL2005"           "BMWVAL2006"           "BMWVAL2007"          
##  [214] "BMWVAL2009"           "BMWVAL2011"           "BMWVAL2015"          
##  [217] "BMWVAL2016"           "BMWX1"                "BMX"                 
##  [220] "BNMW"                 "BNW"                  "BNZ"                 
##  [223] "BOMW"                 "BONA"                 "BOOM"                
##  [226] "BOSS"                 "BOUN"                 "BOX TRUCK"           
##  [229] "BRAN"                 "BRAVO"                "BRI"                 
##  [232] "BRIM"                 "BRIMAR"               "BRI MAR"             
##  [235] "BRI-MAR"              "BRMA"                 "BRMR"                
##  [238] "BRP"                  "BRUICK"               "BTEX"                
##  [241] "BUCIK"                "BUCK"                 "BUEL"                
##  [244] "BUELL"                "BUI"                  "BUIC"                
##  [247] "BUIC2"                "BUICJ"                "BUICK"               
##  [250] "BUI CK"               "BUICK`"               "BUICK \\"            
##  [253] "BUICK 4DR"            "BUICK 4S"             "BUICK TK"            
##  [256] "BUICK VAN"            "BUICL"                "BUIICK"              
##  [259] "BUIK"                 "BUIX"                 "BULL"                
##  [262] "BUS"                  "BUTL"                 "BUUICK"              
##  [265] "BUYANG"               "BW"                   "B,W"                 
##  [268] "BWI"                  "BWM"                  "BWN"                 
##  [271] "BWW"                  "BYUN"                 "C300"                
##  [274] "CAAB"                 "CAADILLAC"            "CAD"                 
##  [277] "CADA"                 "CADAILLIC"            "CADAL"               
##  [280] "CADALAC"              "CADALIC"              "CADALLAC"            
##  [283] "CADALLIAC"            "CADALLIC"             "CADD"                
##  [286] "CADDI"                "CADDIE"               "CADDILAC"            
##  [289] "CADDILIAC"            "CADDILLAC"            "CADDY"               
##  [292] "CADI"                 "CADI4S"               "CADI;AC"             
##  [295] "CADIALLAC"            "CADIALLIC"            "CADII"               
##  [298] "CADIILAC"             "CADIL"                "CADILAC"             
##  [301] "CADILACGT"            "CADILACK"             "CADILIAC"            
##  [304] "CADILIC"              "CADILLA"              "CADILLAC"            
##  [307] "CADILLACE"            "CADILLACQ"            "CADILLAD"            
##  [310] "CADILLAIC"            "CADILLIAC"            "CADILLIC"            
##  [313] "CADILLLAC"            "CADI SUV"             "CADIVAL2006"         
##  [316] "CADIVAL2012"          "CADIVAL2014"          "CADL"                
##  [319] "CADLI"                "CADLLAC"              "CADO"                
##  [322] "CADU"                 "CADULLAC"             "CADY"                
##  [325] "CAFILLAC"             "CAI"                  "CAIDILAC"            
##  [328] "CAILLAC"              "CALI"                 "CAM"                 
##  [331] "CAMA"                 "CAMARO"               "CAMRY"               
##  [334] "CAMY"                 "CAN AM"               "CANNONDALE"          
##  [337] "CAON"                 "CAPRICE"              "CAR"                 
##  [340] "CARAVAN"              "CARG"                 "CARGO"               
##  [343] "CARGO MATE"           "CARM"                 "CARR"                
##  [346] "CARRY"                "CARRY ALL"            "CARRY ON"            
##  [349] "CARY"                 "CASI"                 "CAT"                 
##  [352] "CATALAC"              "CATR"                 "CBR"                 
##  [355] "CCC"                  "CCHEVY"               "CDAI"                
##  [358] "CDI"                  "CDILLAC"              "CEHEVROLET"          
##  [361] "CEHV"                 "CEHVORLET"            "CEHVROLET"           
##  [364] "CEHVY"                "CERV"                 "CERVELO"             
##  [367] "CEV"                  "CEVEROLET"            "CEVROLET"            
##  [370] "CEVY"                 "CGEV"                 "CGEVY"               
##  [373] "CGRYSLER"             "CH"                   "CHAN"                
##  [376] "CHAVY"                "CHCHEVY"              "CHDVY"               
##  [379] "CHE"                  "CHEB"                 "CHEBROLET"           
##  [382] "CHEBY"                "CHEC"                 "CHECK"               
##  [385] "CHECROLET"            "CHECVY"               "CHECY"               
##  [388] "CHEEVY"               "CHEEY"                "CHEN"                
##  [391] "CHENY"                "CHER"                 "CHEROKEE"            
##  [394] "CHEROLET"             "CHEROVET"             "CHERVOLET"           
##  [397] "CHERVROLET"           "CHESTERBUILT"         "CHEV"                
##  [400] "C HEV"                "CHE V"                "CHEV."               
##  [403] "CHEV2D"               "CHEVE"                "CHEVERLET"           
##  [406] "CHEVERLOT"            "CHEVERLOTTE"          "CHEVEROLET"          
##  [409] "CHEVEROLRT"           "CHEVEROLT"            "CHEVEY"              
##  [412] "CHEVF"                "CHEV GEO"             "CHEV (GEO)"          
##  [415] "CHEV/GEO"             "CHEV IMPALA"          "CHEVL"               
##  [418] "CHEVLORET"            "CHEVOLET"             "CHEVOLETE"           
##  [421] "CHEVOLLET"            "CHEVOLRET"            "CHEVORELET"          
##  [424] "CHEVORELT"            "CHEVORLET"            "CHEVORLETT"          
##  [427] "CHEVORLEY"            "CHEVOROLET"           "CHEV  PICKUP"        
##  [430] "CHEVQ"                "CHEVR"                "CHEVRELET"           
##  [433] "CHEVRLET"             "CHEVRLETE"            "CHEVRLO"             
##  [436] "CHEVRLOT"             "CHEVRLOTE"            "CHEVRO"              
##  [439] "CHEVROELET"           "CHEVROELT"            "CHEVROET"            
##  [442] "CHEVRO;ET"            "CHEVROLE"             "CHEVROLEET"          
##  [445] "CHEVROLER"            "CHEVROLERT"           "CHEVROLET"           
##  [448] "CHEVROLETE"           "CHEVROLETTE"          "CHEVROLETY"          
##  [451] "CHEVROLEY"            "CHEVROLIET"           "CHEVROLLET"          
##  [454] "CHEVROLLETE"          "CHEVROLOET"           "CHEVROLRET"          
##  [457] "CHEVROLT"             "CHEVROLTET"           "CHEVROLTT"           
##  [460] "CHEVROLVER"           "CHEVROLWT"            "CHEVROOET"           
##  [463] "CHEVROOLET"           "CHEVRPLET"            "CHEVRY"              
##  [466] "CHEVT"                "CHEVTOLET"            "CHEVU"               
##  [469] "CHEVVAL1984"          "CHEVVAL1987"          "CHEVVAL1997"         
##  [472] "CHEVVAL2001"          "CHEVVAL2002"          "CHEVVAL2003"         
##  [475] "CHEVVAL2004"          "CHEVVAL2005"          "CHEVVAL2007"         
##  [478] "CHEVVAL2008"          "CHEVVAL2013"          "CHEVVAL2014"         
##  [481] "CHEVVY"               "CHEVY"                "CHE VY"              
##  [484] "CHEVY4DR"             "CHEVY CAMARO"         "CHEVY GEO"           
##  [487] "CHEVY I"              "CHEVYQ"               "CHEVYROLET"          
##  [490] "CHEVY SUB"            "CHEVY TK"             "CHEVY TRAVERSE"      
##  [493] "CHEVY VAN"            "CHEVYY"               "CHEY"                
##  [496] "CHEYSLER"             "CHEYV"                "CHEYY"               
##  [499] "CHEZ"                 "CHHEVY"               "CHHRYSLER"           
##  [502] "CHIVY"                "CHON"                 "CHONGOING"           
##  [505] "CHR"                  "CHREVROLET"           "CHREY"               
##  [508] "CHRIS"                "CHRISL"               "CHRISLER"            
##  [511] "CHRISTLER"            "CHRL"                 "CHRRYSLER"           
##  [514] "CHRS"                 "CHRSLER"              "CHRSLY"              
##  [517] "CHRSLYER"             "CHRSY"                "CHRSYLER"            
##  [520] "CHRSYSLER"            "CHRTSLER"             "CHRUS"               
##  [523] "CHRUSLER"             "CHRUSTLER"            "CHRV"                
##  [526] "CHRVEROLET"           "CHRVROLET"            "CHRY"                
##  [529] "CHRY."                "CHRYA"                "CHRYL"               
##  [532] "CHRYLER"              "CHRYLSER"             "CHRYS"               
##  [535] "CHRYSELER"            "CHRYSELR"             "CHRYSER"             
##  [538] "CHRYSKER"             "CHRYSL"               "CHRYSLAR"            
##  [541] "CHRYSLEER"            "CHRYSLER"             "CHRYSLER 300"        
##  [544] "CHRYSLERQ"            "CHRYSLERT"            "CHRYSLET"            
##  [547] "CHRYSLEY"             "CHRYSLLER"            "CHRYSLR"             
##  [550] "CHRYSLTER"            "CHRYSLYER"            "CHRYST"              
##  [553] "CHRYSTLAR"            "CHRYSTLE"             "CHRYSTLER"           
##  [556] "CHRYSTLET"            "CHRY TK"              "CHRYVAL2000"         
##  [559] "CHRYVAL2004"          "CHRYVAL2006"          "CHRYVAL2007"         
##  [562] "CHRYVAL2008"          "CHRYVAL2011"          "CHRYXLER"            
##  [565] "CHRYYSLER"            "CHTY"                 "CHTYSLER"            
##  [568] "CHUANL"               "CHV"                  "CHVE"                
##  [571] "CHVEOLET"             "CHVEROLET"            "CHVEY"               
##  [574] "CHVORLET"             "CHVRLOLET"            "CHVROLET"            
##  [577] "CHVY"                 "CHVYE"                "CHWVY"               
##  [580] "CHY"                  "CHYR"                 "CHYRL"               
##  [583] "CHYRS"                "CHYRSLER"             "CHYRSTLER"           
##  [586] "CHYRYSLER"            "CHYS"                 "CHYSLER"             
##  [589] "CHYST"                "CHYSTLER"             "CIDI"                
##  [592] "CIMC"                 "CIVIC"                "CIXIKINGRING"        
##  [595] "CJEV"                 "CJEVROLET"            "CJEVY"               
##  [598] "CJHEVY"               "CK"                   "CLUB CAR"            
##  [601] "CMC"                  "CNEV"                 "CNRY"                
##  [604] "COAC"                 "COACHMEN"             "COBALT"              
##  [607] "COBRA"                "COGAR"                "COLCO"               
##  [610] "COLEMAN"              "COLNAGO"              "COLUMBIA"            
##  [613] "CONCORDE"             "CONT"                 "CONTINENTAL"         
##  [616] "CONV"                 "COOLSTER"             "COOP"                
##  [619] "COOPER"               "COPPER"               "COROLLA"             
##  [622] "CORV"                 "CORVETTE"             "COT"                 
##  [625] "COTC"                 "COUGAR"               "COXS"                
##  [628] "CPI"                  "CRAFTSMAN"            "CRAN"                
##  [631] "CRANE"                "CRANE CARRIER"        "CRCA"                
##  [634] "CRHRSLER"             "CRHRY"                "CRHY"                
##  [637] "CRHYSLER"             "CRISWELL"             "CRNE"                
##  [640] "CROS"                 "CROWN"                "CRRY"                
##  [643] "CRRYSLER"             "CRUZ"                 "CRV"                 
##  [646] "CRY"                  "CRYH"                 "CRYL"                
##  [649] "CRYLSER"              "CRYN"                 "CRYO"                
##  [652] "CRYS"                 "CRYSL"                "CRYSLER"             
##  [655] "CRYSLR"               "CRYSTLER"             "CUEVY"               
##  [658] "CURA"                 "CUST"                 "CVEV"                
##  [661] "CVEVROLET"            "CYCC"                 "CYRSLER"             
##  [664] "CYSLER"               "CYSTLER"              "D0DGE"               
##  [667] "DA"                   "DADG"                 "DADGE"               
##  [670] "DAEW"                 "DAEWO"                "DAEWOO"              
##  [673] "DAEWOOD"              "DAIMLER"              "DAKOTA"              
##  [676] "DANG FONG"            "DANZ"                 "DANZER"              
##  [679] "DASH"                 "DATS"                 "DATSUN"              
##  [682] "DCION"                "DDDGE"                "DDGE"                
##  [685] "DDODGE"               "DDOGE"                "D & D TRAILER"       
##  [688] "DEALER"               "DEISEL"               "DELRAY"              
##  [691] "DEMATA"               "DENALI"               "DF4958"              
##  [694] "DHRY"                 "DIAM"                 "DIAMONDBACK"         
##  [697] "DIAMOND STAR"         "DIAMOND T"            "DIDG"                
##  [700] "DIDGE"                "DIODGE"               "DISCOVERY"           
##  [703] "DLR"                  "DLR TAG DODGE"        "DM"                  
##  [706] "DMW"                  "DOD"                  "DODB"                
##  [709] "DODDE"                "DODDGE"               "DODE"                
##  [712] "DODEG"                "DODEGE"               "DODG"                
##  [715] "DODG CARAVAN"         "DODGD"                "DODGE"               
##  [718] "`DODGE"               "DODGECHEVY"           "DODGEE"              
##  [721] "DODGEG"               "DODGEI"               "DODGEQ"              
##  [724] "DODGE RAM"            "DODGE VAN"            "DODGGE"              
##  [727] "DODGR"                "DODGVAL1998"          "DODGVAL2000"         
##  [730] "DODGVAL2003"          "DODGVAL2006"          "DODGVAL2008"         
##  [733] "DODGVAL2012"          "DODGVAL2013"          "DODGVAL2014"         
##  [736] "DODGW"                "DODHE"                "DODKE"               
##  [739] "DODODGE"              "DOEGE"                "DOFGE"               
##  [742] "DOGD"                 "DOGDE"                "DOGE"                
##  [745] "DOGG"                 "DOGGE"                "DONDE"               
##  [748] "DONF"                 "DONG"                 "DONGFANG"            
##  [751] "DONG FANG"            "DOODGE"               "DORD"                
##  [754] "DORS"                 "DOSG"                 "DOSGE"               
##  [757] "DOTSON"               "DTKON"                "DUCA"                
##  [760] "DUCADI"               "DUCAT"                "DUCATI"              
##  [763] "DUCATTI"              "DUCOTI"               "DUDGE"               
##  [766] "DUKATI"               "DUMP"                 "DYKO"                
##  [769] "DYKON"                "E320"                 "E350"                
##  [772] "EADU"                 "EAGL"                 "EAGLE"               
##  [775] "EASY"                 "ECLIPSE"              "ECOLINE"             
##  [778] "ECON"                 "EDMP"                 "EEP"                 
##  [781] "EGIL"                 "ELANTRA"              "ELDO"                
##  [784] "ELGI"                 "EM"                   "EMGAUDI"             
##  [787] "EPD"                  "EPO"                  "ERIC"                
##  [790] "ERZ"                  "ESCALADE"             "ESCO"                
##  [793] "ESCORT"               "ES-DUMP"              "ETO"                 
##  [796] "ETON"                 "E-TON BEAMER"         "EVEREST"             
##  [799] ",EX"                  "EXPEDITION"           "EXTREEM SCOOTER"     
##  [802] "EXTREME"              ";EXU"                 "EXUS"                
##  [805] "EZ"                   "EZDU"                 "EZDUMPER"            
##  [808] "EZ DUMPER"            "EZGO"                 "F0RD"                
##  [811] "F150"                 "F550"                 "F550FORD"            
##  [814] "FABRIQUE"             "FACE"                 "FANGYUE"             
##  [817] "FAOTAO"               "FD"                   "FED EX TK"           
##  [820] "FEIGHTLINER"          "FELT"                 "FERR"                
##  [823] "FERRARI"              "FFORD"                "FHRT"                
##  [826] "FHT"                  "FHTL"                 "FIA"                 
##  [829] "FIAT"                 "FIATVAL2012"          "FINN"                
##  [832] "FIRD"                 "FISK"                 "FIVE STAR"           
##  [835] "FLAT"                 "FLEET"                "FLORIDA"             
##  [838] "FLYER"                "FLY SCOOTER"          "FMC"                 
##  [841] "FOCUS"                "FOD"                  "FODE"                
##  [844] "FODR"                 "FOED"                 "FOEDQ"               
##  [847] "FONT"                 "FOOD"                 "FOORD"               
##  [850] "FOR"                  "FORC"                 "FORD"                
##  [853] "FORD`"                "FORD1"                "FORD5"               
##  [856] "FORD CAB"             "FORDCN"               "FORD CROWN VIC"      
##  [859] "FORDD"                "FORDE"                "FORD E250"           
##  [862] "FORD E350"            "FORD EXPEDITION"      "FORD F450"           
##  [865] "FORD FUSION"          "FORDM"                "FORD MUSTANG"        
##  [868] "FORDQ"                "FORD SUV"             "FORD T"              
##  [871] "FORD TK"              "FORDVAL1998"          "FORDVAL1999"         
##  [874] "FORDVAL2000"          "FORDVAL2002"          "FORDVAL2004"         
##  [877] "FORDVAL2006"          "FORDVAL2007"          "FORDVAL2008"         
##  [880] "FORDVAL2009"          "FORDVAL2010"          "FORDVAL2011"         
##  [883] "FORDVAL2012"          "FORDVAL2013"          "FORDVAL2014"         
##  [886] "FORD VAN"             "FORED"                "FORF"                
##  [889] "FORJ"                 "FORK"                 "FORM"                
##  [892] "FORN"                 "FOROD"                "FORS"                
##  [895] "FORSD"                "FORT"                 "FOSTI"               
##  [898] "FOTD"                 "FPHT"                 "FPRD"                
##  [901] "FRAIGHT"              "FRD"                  "FRDFORD"             
##  [904] "FRE"                  "FREI"                 "FREIGHLINER"         
##  [907] "FREIGHLNR"            "FREIGHT"              "FREIGHT DS"          
##  [910] "FREIGHTER"            "FREIGHT HAULER"       "FREIGHTL"            
##  [913] "FREIGHTLINE"          "FREIGHTLINEER"        "FREIGHTLINER"        
##  [916] "FREIGHT LINER"        "FREIGHTLINRT"         "FREIGHTLINTER"       
##  [919] "FREIGHTLNR"           "FREIGHT LNR"          "FREIGHTTK"           
##  [922] "FREIGHT TK"           "FREIGHT TRUCK"        "FREIGHT VAN"         
##  [925] "FREIGTLINER"          "FRF"                  "FRG"                 
##  [928] "FRGH"                 "FRGHT"                "FRGHTLINER"          
##  [931] "FRGHTLNR"             "FRGT"                 "FRH"                 
##  [934] "FRHT"                 "FRHTLINER"            "FRHTLNER"            
##  [937] "FRHT TK"              "FRHY"                 "FRIE"                
##  [940] "FRIEGHTLINER"         "FRIGHT"               "FRIGHTLINER"         
##  [943] "FRITO LAY TK"         "FRLI"                 "FROD"                
##  [946] "FRORD"                "FRRW"                 "FRT"                 
##  [949] "FRTL"                 "FRT LINER"            "FRUE TL"             
##  [952] "FTL"                  "FTLR"                 "FTR"                 
##  [955] "FTWD"                 "FUJI"                 "FUSO"                
##  [958] "GATOR"                "GC"                   "GDAN"                
##  [961] "GDT"                  "GEIO"                 "GENE"                
##  [964] "GENERAL MOTOR"        "GENERAL MOTORS"       "GENESIS"             
##  [967] "GENEVAL2002"          "GENEVAL2003"          "GENEVAL2005"         
##  [970] "GENEVAL2008"          "GENSIS"               "GENU"                
##  [973] "GENUI"                "GENUINE"              "GENUINE SCOOTER"     
##  [976] "GENUINE SCOOTER COMP" "GEO"                  "GEO/CHEVY"           
##  [979] "GEO(CHEVY)"           "GHOST"                "GI"                  
##  [982] "GIANT"                "GIANT DELIV VEH"      "GIILIG"              
##  [985] "GIL"                  "GILG"                 "GILL"                
##  [988] "GILLAG"               "GILLEG"               "GILLIG"              
##  [991] "GILLIG LLC"           "GILLIS"               "GIO"                 
##  [994] "GM"                   "GMC"                  "GMC?"                
##  [997] "GMC TK"               "GMC TRUCK"            "GMCV"                
## [1000] "GMD"                  "GMF"                  "GMG"                 
## [1003] "GMS"                  "GMT"                  "GMV"                 
## [1006] "GMX"                  "GMZ"                  "GNC"                 
## [1009] "GOCO"                 "GOE"                  "GOLD"                
## [1012] "GOLDEN BEE"           "GONDA"                "GORD"                
## [1015] "GORRILLA"             "GOSH"                 "GRAND"               
## [1018] "GRAND CHER"           "GRAND CHEROKEE"       "GRAND MARQ"          
## [1021] "GRAND MARQUIS"        "GRAND TENTON"         "GRAY"                
## [1024] "GREEN"                "GREEN POWER"          "GROVE"               
## [1027] "GRUMAN"               "GRUMMAN"              "GS350"               
## [1030] "GT"                   "H0ND"                 "H0NDA"               
## [1033] "H6NDA"                "HACKNEY"              "HAELEY"              
## [1036] "HAND"                 "HANDA"                "HARI"                
## [1039] "HARL"                 "HARL DAV"             "HARLEY"              
## [1042] "HARLEY D"             "HARLEY DAV"           "HARLEY DAVID"        
## [1045] "HARLEY  DAVIDSO"      "HARLEYDAVIDSON"       "HARLEY DAVIDSON"     
## [1048] "HARLEY-DAVIDSON"      "HAUL"                 "HAWK"                
## [1051] "HAYUNDI"              "HCRY"                 "HD"                  
## [1054] "H D"                  "HDSN"                 "HD TRUCK"            
## [1057] "HEAVY DUTY"           "HEEP"                 "HEIL"                
## [1060] "HENSIM"               "HEV"                  "HEVROLET"            
## [1063] "HEVY"                 "HHONDA"               "HHYUNDA"             
## [1066] "HHYUNDAI"             "HIA"                  "HIN"                 
## [1069] "HIND"                 "HINDA"                "HINDO"               
## [1072] "HINO"                 "HIOND"                "HIONDA"              
## [1075] "HISS"                 "HISSAN"               "HIUNDAI"             
## [1078] "HIUNDAY"              "HIYUNDA"              "HMC"                 
## [1081] "HMDE"                 "HMST"                 "HND"                 
## [1084] "HNDA"                 "HNDYI"                "HNO"                 
## [1087] "HNODA"                "HOADA"                "HOBDA"               
## [1090] "HOCNDA"               "HODA"                 "HODDA"               
## [1093] "HODNA"                "HOHD"                 "HOIDNA"              
## [1096] "HOIND"                "HOINDA"               "HOLM"                
## [1099] "HOLNDA"               "HOMD"                 "HOMDA"               
## [1102] "HOME"                 "HOMEMADE"             "HOME MADE"           
## [1105] "HOMESTEADER"          "HOME TL"              "HOMNDA"              
## [1108] "HOMS"                 "HON"                  "HONA"                
## [1111] "HONAD"                "HONADA"               "HOND"                
## [1114] "HOND`"                "HOND4D"               "HOND4S"              
## [1117] "HONDA"                "HON DA"               "HONDA`"              
## [1120] "HONDA]"               "HONDA1"               "HONDA2012"           
## [1123] "HONDA2D"              "HONDA  2D"            "HONDA2DR"            
## [1126] "HONDA 2S"             "HONDA4"               "HONDA4D"             
## [1129] "HONDA 4D"             "HONDA 4DR"            "HONDAA"              
## [1132] "HONDA B"              "HONDAC"               "HONDACAMRY"          
## [1135] "HONDACIB="            "HONDACIV"             "HONDACIVIC"          
## [1138] "HONDA CIVIC"          "HONDA CIVIV"          "HONDACRV"            
## [1141] "HONDA CRV"            "HONDA `CRV"           "HONDAD"              
## [1144] "HONDA ELEMENT"        "HONDAHYUNDAI"         "HONDAI"              
## [1147] "HONDANISSAN"          "HONDA ODYSSEY"        "HONDAQ"              
## [1150] "HONDASILVER"          "HONDAY"               "HONDDA"              
## [1153] "HONDM"                "HONDQ"                "HONDS"               
## [1156] "HONDSA"               "HONDTK"               "HONDVA"              
## [1159] "HONDVAL"              "HONDVAL1994"          "HONDVAL1996"         
## [1162] "HONDVAL1998"          "HONDVAL1999"          "HONDVAL2000"         
## [1165] "HONDVAL2002"          "HONDVAL2003"          "HONDVAL2004"         
## [1168] "HONDVAL2005"          "HONDVAL2006"          "HONDVAL2007"         
## [1171] "HONDVAL2008"          "HONDVAL2009"          "HONDVAL2010"         
## [1174] "HONDVAL2011"          "HONDVAL2012"          "HONDVAL2013"         
## [1177] "HONDVAL2014"          "HONDVAL2015"          "HONDY"               
## [1180] "HONF"                 "HONFA"                "HONG"                
## [1183] "HONGA"                "HONHDA"               "HONIDA"              
## [1186] "HONND"                "HONNDA"               "HONODA"              
## [1189] "HONS"                 "HONSA"                "HONTD"               
## [1192] "HOONDA"               "HPNDA"                "HT"                  
## [1195] "HTUN"                 "HTUNDAI"              "HUAND"               
## [1198] "HUANDAI"              "HUCA"                 "HUDAYI"              
## [1201] "HUDS"                 "HUDSON"               "HUFFY"               
## [1204] "HUINDAY"              "HUMAN"                "HUMAN BEING"         
## [1207] "HUMAN-BEING"          "HUMER"                "HUMM"                
## [1210] "HUMMER"               "HUN"                  "HUND"                
## [1213] "HUNDA"                "HUNDAI"               "HUNDAY"              
## [1216] "HUNDAYI"              "HUNDI"                "HUNDY"               
## [1219] "HUNDYAI"              "HUNDYI"               "HUNI"                
## [1222] "HUNY"                 "HUSDON"               "HUUN"                
## [1225] "HUUNDAI"              "HUY"                  "HUYAND"              
## [1228] "HUYANDAI"             "HUYANDI"              "HUYDAI"              
## [1231] "HUYDIA"               "HUYN"                 "HUYNA"               
## [1234] "HUYND"                "HUYNDAI"              "HUYNDAY"             
## [1237] "HUYNDI"               "HUYNDIA"              "HUYUN"               
## [1240] "HUYUND"               "HUYUNDA"              "HUYUNDAI"            
## [1243] "HUYUNDI"              "HUZH"                 "HWK"                 
## [1246] "HY"                   "HYAN"                 "HYANDAI"             
## [1249] "HYANDAU"              "HYANDI"               "HYANDIA"             
## [1252] "HYANDUI"              "HYAUNDAI"             "HYAUNDI"             
## [1255] "HYDR"                 "HYDU"                 "HYHUNDAI"            
## [1258] "HYIDAI"               "HYIN"                 "HYINDAI"             
## [1261] "HYN"                  "HYND"                 "HYNDA"               
## [1264] "HYNDAI"               "HYNDAY"               "HYNDI"               
## [1267] "HYNDIA"               "HYNDUAI"              "HYNI"                
## [1270] "HYNNDAI"              "HYNU"                 "HYNUDAI"             
## [1273] "HYNUNDAI"             "HYTR"                 "HYU"                 
## [1276] "HYUADAI"              "HYUAND1"              "HYUANDA"             
## [1279] "HYUANDAI"             "HYUANDI"              "HYUB"                
## [1282] "HYUBDAI"              "HYUD"                 "HYUDA"               
## [1285] "HYUDAI"               "HYUDAY"               "HYUDDAI"             
## [1288] "HYUDIA"               "HYUMDAI"              "HYUN"                
## [1291] "HYU N"                "HYUNA"                "HYUNADAI"            
## [1294] "HYUNAI"               "HYUNANDI"             "HYUND"               
## [1297] "HYUND1"               "HYUNDA"               "HYUNDA5"             
## [1300] "HYUNDAI"              "HYU NDAI"             "HYUN DAI"            
## [1303] "HYUNDAI`"             "HYUNDAI/"             "HYUNDAIA"            
## [1306] "HYUNDAI GENESIS"      "HYUNDAII"             "HYUNDAIN"            
## [1309] "HYUNDAIQ"             "HYUNDAIR"             "HYUNDAIW"            
## [1312] "HYUNDAO"              "HYUNDAU"              "HYUNDAY"             
## [1315] "HYUNDDIA"             "HYUNDHI"              "HYUNDI"              
## [1318] "HYUNDIA"              "HYU NDIA"             "HYUNDOIA"            
## [1321] "HYUNDUI"              "HYUNDY"               "HYUNI"               
## [1324] "HYUNNDAI"             "HYUNSAI"              "HYUNUDAI"            
## [1327] "HYUNUNDAI"            "HYUNVA"               "HYUNVAL2000"         
## [1330] "HYUNVAL2005"          "HYUNVAL2008"          "HYUNVAL2010"         
## [1333] "HYUNVAL2011"          "HYUNVAL2012"          "HYUNVAL2013"         
## [1336] "HYUNVAL2014"          "HYUNVAL2015"          "HYUUN"               
## [1339] "HYUUNDAI"             "HYYNDAI"              "HYYUNDA"             
## [1342] "HYYUNDAI"             "IC"                   "ICEB"                
## [1345] "ICU"                  "IFIN"                 "IFINI"               
## [1348] "IFINITI"              "I FINITI"             "IFINITY"             
## [1351] "IHC"                  "IKIA"                 "IMC"                 
## [1354] "IMPALA"               "IMPALACHEVY"          "IMPE"                
## [1357] "INCOLN"               "INF"                  "INFF"                
## [1360] "INFI"                 "INFII"                "INFIINIIT"           
## [1363] "INFIINITI"            "INFIINTI"             "INFIIT"              
## [1366] "INFIITI"              "INFIITIT"             "INFIITY"             
## [1369] "INFIMITI"             "INFIN"                "INFINI"              
## [1372] "INFINIETE"            "INFINII"              "INFINIITI"           
## [1375] "INFININTI"            "INFINIT"              "INFINITA"            
## [1378] "INFINITE"             "INFINITI"             "INFINITIE"           
## [1381] "INFINITIF"            "INFINITII"            "INFINITIT"           
## [1384] "INFINITU"             "INFINITY"             "INFINITYI"           
## [1387] "INFINITYQ"            "INFINITYY"            "INFINIY"             
## [1390] "INFINNITY"            "INFINTE"              "INFINTI"             
## [1393] "INFINTIT"             "INFINTY"              "INFIT"               
## [1396] "INFITI"               "INFITNITE"            "INFITY"              
## [1399] "INFIVA"               "INFIVAL"              "INFIVAL2010"         
## [1402] "INFIVAL2013"          "INFN"                 "INFNIITI"            
## [1405] "INFNITI"              "INFNITY"              "INFNTI"              
## [1408] "INFONITI"             "INFT"                 "INGINITY"            
## [1411] "INI"                  "INIF"                 "INIFI"               
## [1414] "INIFINIT"             "INIFINITI"            "INIFINITY"           
## [1417] "INIFINTY"             "INIFITI"              "INIFNITY"            
## [1420] "ININITY"              "INIT"                 "INT"                 
## [1423] "INTE"                 "INTEL"                "INTENATIONAL"        
## [1426] "INTER"                "INTERCHANGEABLE"      "INTERN"              
## [1429] "INTERNA"              "INTERNAT"             "INTERNATINAL"        
## [1432] "INTERNATION"          "INTERNATIONA"         "INTERNATIONAL"       
## [1435] "INTERNATIONAL D"      "INTERNATIONL"         "INTERNATL"           
## [1438] "INTERNL"              "INTERNTIONAL"         "INTERTATIONAL"       
## [1441] "INTL"                 "INT'L"                "INTL TRUCK"          
## [1444] "INTN"                 "INTNL"                "INTO"                
## [1447] "INTR"                 "INVINITI"             "ION"                 
## [1450] "ISAN"                 "ISSAN"                "ISSU"                
## [1453] "ISSUZU"               "ISU"                  "ISUK"                
## [1456] "ISUKU"                "ISUS"                 "ISUSU"               
## [1459] "ISUZ"                 "ISUZE"                "ISUZI"               
## [1462] "ISUZO"                "ISUZ TK"              "ISUZU"               
## [1465] "ISUZUE"               "ISUZUI"               "ISUZU RODEO"         
## [1468] "ISUZVAL1998"          "ISZ"                  "ISZU"                
## [1471] "ISZUU"                "ISZUZU"               "ITSUBISHI"           
## [1474] "IUSUZU"               "IUZU"                 "IVEC"                
## [1477] "IZU"                  "IZUS"                 "IZUSU"               
## [1480] "IZUZ"                 "IZUZU"                "JADUAR"              
## [1483] "JAG"                  "JAGJUAR"              "JAGR"                
## [1486] "JAGU"                 "JAGUA"                "JAGUAR"              
## [1489] "JAGUVAL1991"          "JAHUAR"               "JAJUAR"              
## [1492] "JANGUAR"              "JANIS"                "JANUAR"              
## [1495] "JAOTAO"               "JAQUAR"               "JATAO"               
## [1498] "JAUAR"                "JAUG"                 "JAUGUAR"             
## [1501] "JAYCO"                "JEE"                  "JEED"                
## [1504] "JEEEP"                "JEEF"                 "JEEK"                
## [1507] "JEEM"                 "JEEO"                 "JEEP"                
## [1510] "JEEP 4D"              "JEEPD"                "JEEP L"              
## [1513] "JEEPP"                "JEEPQ"                "JEEPSUV"             
## [1516] "JEEP TK"              "JEEPVAL1998"          "JEEPVAL1999"         
## [1519] "JEEPVAL2010"          "JEEPVAL2014"          "JEET"                
## [1522] "JEFF"                 "JEP"                  "JEPP"                
## [1525] "JETAA"                "JETTA"                "JIA"                 
## [1528] "JIALING"              "JIFF"                 "JJEEP"               
## [1531] "JMPOWERSPORTS"        "JMST"                 "JMSTAR POWER SP"     
## [1534] "JOHN DEER"            "JOHN DEERE"           "JOND"                
## [1537] "JONDA"                "JONWAY"               "JP"                  
## [1540] "JRRP"                 "JRTR"                 "JUGAR"               
## [1543] "JYUNDAI"              "KA"                   "KAASAKI"             
## [1546] "KAFU"                 "KAI"                  "KAIS"                
## [1549] "KAIT"                 "KAITONG"              "KAKA"                
## [1552] "KALW"                 "KARA"                 "KAUF"                
## [1555] "KAUFMAN"              "KAW"                  "KAWA"                
## [1558] "KAWAS"                "KAWASACKI"            "KAWASAKE"            
## [1561] "KAWASAKI"             "KAWASAWKI"            "KAWASKI"             
## [1564] "KAWC"                 "KAWI"                 "KAWK"                
## [1567] "KAWKISI"              "KAWSAKI"              "KAZDA"               
## [1570] "KEEP"                 "KEEWAY"               "KEN"                 
## [1573] "KENALWORTH"           "KENDON"               "KENILWORTH"          
## [1576] "KENIWERTH"            "KENIWORTH"            "KENMORE"             
## [1579] "KENNILWORTH"          "KENOWORTH"            "KENTWORTH"           
## [1582] "KENW"                 "KENWOOD"              "KENWORT"             
## [1585] "KENWORTH"             "KEN WORTH"            "KENWORTHY"           
## [1588] "KENWOTH"              "KENWTR"               "KEXS"                
## [1591] "KEXU"                 "KEXUS"                "KI"                  
## [1594] "KIA"                  "KIA4"                 "KIABLA"              
## [1597] "KIA OPTIMA"           "KIAV"                 "KIAVAL2004"          
## [1600] "KIAVAL2005"           "KIAVAL2007"           "KIA VAN"             
## [1603] "KIDA"                 "KIIA"                 "KINC"                
## [1606] "KINGRING"             "KING RING"            "KINO"                
## [1609] "KIO"                  "KIS"                  "KLR"                 
## [1612] "KMCO"                 "KOEHRING"             "KONA"                
## [1615] "KRAF"                 "KRAFT"                "KRYS"                
## [1618] "KRYSTAL"              "KTM"                  "KW"                  
## [1621] "KWAK"                 "KWASAKI"              "KWDT"                
## [1624] "KYCO"                 "KYMC"                 "KYMCO"               
## [1627] "KYMOCO"               "L300"                 "LAD ROVER"           
## [1630] "LA JOLLA"             "LAM"                  "LAMB"                
## [1633] "LAMBO"                "LAMBORGHINI"          "LAMO"                
## [1636] "LANCASTER"            "LAND"                 "LANDCRU"             
## [1639] "LANDCRUISER"          "LANDCRUSIER"          "LANDDROVER"          
## [1642] "LANDOVER"             "LAND OVER"            "LANDR"               
## [1645] "LAND RANGER"          "LAND RAOVER"          "LANDRO"              
## [1648] "LANDROER"             "LAND ROER"            "LANDROV"             
## [1651] "LAND ROV"             "LANDROVE"             "LANDROVER"           
## [1654] "LA ND ROVER"          "LAND ROVER"           "LAND  ROVER"         
## [1657] "LAND ROVR"            "LAND ROVWR"           "LANDR ROVER"         
## [1660] "LAND RVER"            "LANDRVR"              "LAND RVR"            
## [1663] "LANDVAL2012"          "LANDVAL2013"          "LANDVAL2015"         
## [1666] "LANK"                 "LANR"                 "LANRO"               
## [1669] "LANROVER"             "LAN ROVER"            "LARO"                
## [1672] "LB50"                 "LDRV"                 "LEEXUS"              
## [1675] "LEIK"                 "LEIKE"                "LEON"                
## [1678] "LEONARD"              "LES"                  "LESL"                
## [1681] "LESUS"                "LESUX"                "LESXUS"              
## [1684] "LEUS"                 "LEUX"                 "LEVU"                
## [1687] "LEVUS"                "LEX"                  "LEXAS"               
## [1690] "LEXES"                "LEXI"                 "LEXIS"               
## [1693] "LEXIU"                "LEXIUS"               "LEXO"                
## [1696] "LEXS"                 "LEXSUS"               "LEXU"                
## [1699] "LEXUA"                "LEXUAS"               "LEXUC"               
## [1702] "LEXUD"                "LEXUE"                "LEXUES"              
## [1705] "LEXUS"                ",LEXUS"               "]LEXUS"              
## [1708] "LEXUS`"               "LEXUS4D"              "LEXUS 4S"            
## [1711] "LEXUSQ"               "LEXUSS"               "LEXUSTR"             
## [1714] "LEXUUS"               "LEXUVAL1992"          "LEXUVAL2003"         
## [1717] "LEXUVAL2004"          "LEXUVAL2006"          "LEXUVAL2008"         
## [1720] "LEXUVAL2010"          "LEXUVAL2011"          "LEXUX"               
## [1723] "LEXUXS"               "LEXUXUS"              "LEXUZ"               
## [1726] "LEXXS"                "LEXXUS"               "LEXZ"                
## [1729] "LEZUS"                "LIA"                  "LIC"                 
## [1732] "LICN"                 "LICOLIN"              "LICOLN"              
## [1735] "LIEBHERR"             "LIINCOLN"             "LIN"                 
## [1738] "LINC"                 "`LINC"                "LINCILN"             
## [1741] "LINCILNBL"            "LINCL"                "LINCLN"              
## [1744] "LINCLON"              "LINCO"                "LINCOKN"             
## [1747] "LINCOL"               "LINCOLIN"             "LINCOLM"             
## [1750] "LINCOLN"              "LINCOLNN"             "LINCON"              
## [1753] "LINCONLN"             "LINC TRUCK"           "LINCVAL2000"         
## [1756] "LINCVAL2001"          "LINCVAL2002"          "LINGYU"              
## [1759] "LINK"                 "LINNC"                "LINNCOLN"            
## [1762] "LINVOLN"              "LITESPEED"            "LLEX"                
## [1765] "LLV"                  "LMAND ROVER"          "LNCI"                
## [1768] "LND"                  "LNDR"                 "LND ROV"             
## [1771] "LNDROVER"             "LND ROVER"            "LNDRVR"              
## [1774] "LND RVR"              "LNRR"                 "LNRV"                
## [1777] "LOAD"                 "LOAD TRAIL"           "LOAD TRAILER"        
## [1780] "LOBO"                 "LODA"                 "LODAL"               
## [1783] "LONCIN 110CC"         "LONCOLN"              "LONG"                
## [1786] "LONGBO"               "LORI"                 "LOTR"                
## [1789] "LOTU"                 "LOTUS"                "LOUTUS"              
## [1792] "LRD400"               "LROV"                 "LRSN"                
## [1795] "LRXUS"                "LTE"                  "LUXU"                
## [1798] "LUXUS"                "LXUS"                 "LYMOUTH"             
## [1801] "LYNX"                 "M34Z"                 "MAC"                 
## [1804] "MACDA"                "MACH"                 "MACK"                
## [1807] "MACL"                 "MAD"                  "MADA"                
## [1810] "MADAZA"               "MADD"                 "MADZ"                
## [1813] "MADZA"                "MADZDA"               "MAIL"                
## [1816] "MAKE"                 "MALIBU"               "MARC"                
## [1819] "MARCEDEZ"             "MARM"                 "MARMON"              
## [1822] "MAROON"               "MARYLAND"             "MARZ"                
## [1825] "MAS"                  "MASARATI"             "MASARATTI"           
## [1828] "MASD"                 "MASDA"                "MASDIA"              
## [1831] "MASE"                 "MASER"                "MASERADI"            
## [1834] "MASERAII"             "MASERATI"             "MASERATTI"           
## [1837] "MASERITI"             "MASERSTI"             "MASR"                
## [1840] "MAST"                 "MASTER"               "MASTERCRAFT"         
## [1843] "MASTERLOAD"           "MASTERTRAC"           "MASTERTRACK"         
## [1846] "MASTER TRACK"         "MASTERTRAK"           "MAST TL"             
## [1849] "MASZ"                 "MATL"                 "MATR"                
## [1852] "MATRIX"               "MAVDA"                "MAWO"                
## [1855] "MAXD"                 "MAXDA"                "MAXIMA"              
## [1858] "MAXUM"                "MAYB"                 "MAYBACH"             
## [1861] "MAZ"                  "MAZ4S"                "MAZA"                
## [1864] "MAZADA"               "MAZC"                 "MAZD"                
## [1867] "MAZD3"                "MAZDA"                "MAZDA`"              
## [1870] "MAZDA3"               "MAZDA 3"              "MAZDA5"              
## [1873] "MAZDA6"               "MAZDA 6"              "MAZDAD"              
## [1876] "MAZDS"                "MAZD SW"              "MAZDVA"              
## [1879] "MAZDVAL1999"          "MAZDVAL2004"          "MAZDVAL2007"         
## [1882] "MAZDVAL2008"          "MAZDVAL2010"          "MAZDVAL2011"         
## [1885] "MAZDVAL2013"          "MAZDVAL2014"          "MAZDVAL2015"         
## [1888] "MAZDZ"                "MAZFA"                "MAZRA"               
## [1891] "MAZS"                 "MAZSA"                "MAZZDA"              
## [1894] "MB"                   "MBENZ"                "M BENZ"              
## [1897] "M-BENZ"               "M/BENZ"               "MBW"                 
## [1900] "MBY"                  "MC"                   "MCELRATH"            
## [1903] "MCI"                  "MCIN"                 "MCLAREN"             
## [1906] "MD"                   "MDX"                  "MEBE"                
## [1909] "MEBZ"                 "MECE"                 "MECEDES"             
## [1912] "MECEDEZ"              "MECERDES"             "MECRURY"             
## [1915] "MECURT"               "MECURY"               "MECURYMERCURY"       
## [1918] "MEERCEDES"            "MEES"                 "MEITIAN"             
## [1921] "MER"                  "MERB"                 "MERBENZ"             
## [1924] "MER BENZ"             "MER-BENZ"             "MER/BENZ"            
## [1927] "MERC"                 "MERCADE BENZ"         "MERCADE-BENZ"        
## [1930] "MERCADES"             "MERCADES-BENZ"        "MERCADEZ"            
## [1933] "MERCB"                "MERCBEN"              "MERC BENZ"           
## [1936] "MERC. BENZ"           "MERC BNZ"             "MERCBZ"              
## [1939] "MERCCDES BENZ"        "MERCCURY"             "MERCD"               
## [1942] "MERCDES"              "MERCDEZ"              "MERC DODGE"          
## [1945] "MERCDZ"               "MERCE"                "MERCEADES"           
## [1948] "MERCE-BENZ"           "MERCED"               "MERCEDE"             
## [1951] "MERCEDEA"             "MERCEDEC"             "MERCEDED"            
## [1954] "MERCEDEDS"            "MERCEDEES"            "MERCEDES"            
## [1957] "MERC EDES"            "MERCEDES AMG"         "MERCEDES BANZ"       
## [1960] "MERCEDES BEMZ"        "MERCEDES BEN"         "MERCEDES-BENS"       
## [1963] "MERCEDES BENX"        "MERCEDESBENZ"         "MERCEDES BENZ"       
## [1966] "MERCEDES  BE NZ"      "MERCEDES-BENZ"        "MERCEDES- BENZ"      
## [1969] "MERCEDES BENZE"       "MERCEDES-BNZ"         "MERCEDES C300"       
## [1972] "MERCEDESE"            "MERCEDES ENZ"         "MERCEDES MENZ"       
## [1975] "MERCEDES TK"          "MERCEDEX"             "MERCEDEZ"            
## [1978] "MERCEDEZ/AMG"         "MERCEDEZ BEN"         "MERCEDEZ BENS"       
## [1981] "MERCEDEZ BENZ"        "MERCEDEZ-BENZ"        "MERCEDEZ BNZ"        
## [1984] "MERCEDEZQ"            "MERCEDIES"            "MERCEDS"             
## [1987] "MERCEDS BENZ"         "MERCEDZ"              "MERCEDZ BENZ"        
## [1990] "MERCEEDES"            "MERCENDES"            "MERCERDES"           
## [1993] "MERCERY"              "MERCES"               "MERCESDES"           
## [1996] "MERCESED"             "MERCEZ"               "MERCHURY"            
## [1999] "MERCIDEZ"             "MERCQ"                "MERCRUY"             
## [2002] "MERCRY"               "MERCSDEZ"             "MERCU"               
## [2005] "MERCUCY"              "MERCUR"               "MERCURAY"            
## [2008] "MERCURI"              "MERCURT"              "MERCURY"             
## [2011] "MERCUY"               "MERCVAL1971"          "MERCVAL1993"         
## [2014] "MERCVAL2000"          "MERCVAL2001"          "MERCVAL2004"         
## [2017] "MERCVAL2006"          "MERCVAL2007"          "MERCVAL2011"         
## [2020] "MERCVAL2012"          "MERCVAL2013"          "MERCVAL2014"         
## [2023] "MERCY"                "MERCYRT"              "MERCZ"               
## [2026] "MERCZDEZ"             "MERD"                 "MERDECES BENZ"       
## [2029] "MERDEDES"             "MEREC"                "MERECEDES"           
## [2032] "MERECEDES BENZ"       "MEREDES"              "MERK"                
## [2035] "MERQ"                 "MERQUIS"              "MERRZ"               
## [2038] "MERS"                 "MERSEDE"              "MERSEDES"            
## [2041] "MERSEDES-BENZ"        "MERSEDEZ"             "MERURY"              
## [2044] "MER URY"              "MERV"                 "MERVEDES"            
## [2047] "MERVEDEZ"             "MERX"                 "MERXZ"               
## [2050] "MERZ"                 "MERZ4S"               "MERZADES"            
## [2053] "MERZADEZ"             "MERZB"                "MERZ B"              
## [2056] "MERZBEN"              "MERZ-BENX"            "MERZBENZ"            
## [2059] "MERZ BENZ"            "MERZ-BENZ"            "MERZCEDES"           
## [2062] "MERZCEDES BENZE"      "MERZD"                "MERZDS"              
## [2065] "MERZE"                "MERZEDE"              "MERZEDES"            
## [2068] "MERZEDS"              "MERZS"                "METRO"               
## [2071] "METROPOLITAN"         "METZ"                 "MEZ"                 
## [2074] "MEZDA"                "MG"                   "MIAT"                
## [2077] "MICR"                 "MI/F"                 "MIFU"                
## [2080] "MI/FU"                "MIITS"                "MIITSUBISHI"         
## [2083] "MILL"                 "MIMI"                 "MIN"                 
## [2086] "MINC"                 "MIN COOPER"           "MINI"                
## [2089] "MINI2D"               "MINIBIKE"             "MINI CN"             
## [2092] "MINICOOP"             "MINI COOP"            "MINI  COOP"          
## [2095] "MINICOOPER"           "MINI COOPER"          "MINII"               
## [2098] "MININ"                "MINIVAL2006"          "MINIVAL2009"         
## [2101] "MINIVAL2011"          "MINIVAL2013"          "MINIVAL2014"         
## [2104] "MINJI"                "MINNI"                "MINNIAN"             
## [2107] "MINNI COOPER"         "MINO"                 "MIRS"                
## [2110] "MIS"                  "MISA"                 "MISBSHI"             
## [2113] "MISS"                 "MISSAN"               "MISSIBISHI"          
## [2116] "MISSUBISHI"           "MIST"                 "MISTH"               
## [2119] "MISTI"                "MISTS"                "MISTSUBISHI"         
## [2122] "MISTU"                "MISTUBISHI"           "MISTUBUISHI"         
## [2125] "MISTUSUBISHI"         "MISUBISHI"            "MIT"                 
## [2128] "MITA"                 "MITCH"                "MITI"                
## [2131] "MITIBISHI"            "MITIS"                "MITISBISHI"          
## [2134] "MITISHBI"             "MITISHBSHI"           "MITISHIBI"           
## [2137] "MITISHIBISHI"         "MITISIBISHI"          "MITISUBISHI"         
## [2140] "MITISUBUSHI"          "MITS"                 "MITS."               
## [2143] "MITSABUSHI"           "MITSB"                "MITSBISHI"           
## [2146] "MITSBISHII"           "MITSBUISHI"           "MITSBUSHI"           
## [2149] "MITS/FUSO"            "MITSH"                "MITSHBISHI"          
## [2152] "MITSHIBI"             "MITSHIBISHI"          "MITSHUBISHI"         
## [2155] "MITSI"                "MITSIBISH"            "MITSIBISHI"          
## [2158] "MITSIBUSHI"           "MITSIUBISHI"          "MITSU"               
## [2161] "MITSUB"               "MITSUBASHI"           "MITSUBESHI"          
## [2164] "MITSUBHI"             "MITSUBICHI"           "MITSUBIGHI"          
## [2167] "MITSUBIHI"            "MITSUBIISHI"          "MITSUBIS"            
## [2170] "MITSUBISGU"           "MITSUBISH"            "MITSUBISHI"          
## [2173] "MITSUBISHI`"          "MITSUBISHIE"          "MITSUBISHI N-24"     
## [2176] "MITSUBISHIT"          "MITSUBISHU"           "MITSUBISHUI"         
## [2179] "MITSUBISI"            "MITSUBISIH"           "MITSUBISIU"          
## [2182] "MITSUBISSHI"          "MITSUBISUI"           "MITSUBITSHI"         
## [2185] "MITSUBSHI"            "MITSUBSHI2DR"         "MITSUBUISHI"         
## [2188] "MITSUBUSHI"           "MITSUBUSHU"           "MITSUH."             
## [2191] "MITSUHISHI"           "MITSUIBISHI"          "MITSUISHI"           
## [2194] "MITSUSHI"             "MITSUUBISHI"          "MITSVAL2001"         
## [2197] "MITSVAL2006"          "MITSVAL2014"          "MITT"                
## [2200] "MITTS"                "MITTSIBTI"            "MITTSUBISHI"         
## [2203] "MITU"                 "MITUBISHI"            "MITUBISHI`"          
## [2206] "MITUSBISHI"           "MITUSHISHI"           "MITXS"               
## [2209] "MITXUBISHI"           "MITZ"                 "MITZIBISHI"          
## [2212] "MITZIBUSHI"           "MITZU"                "MITZUBISHI"          
## [2215] "MIZUBISHI"            "MMERCEDES"            "MMERZ"               
## [2218] "MNI"                  "MNNI"                 "MNW"                 
## [2221] "MOBED"                "MODD"                 "MODZ"                
## [2224] "MONDA"                "MONGOOSE"             "MONT"                
## [2227] "MONTECARLO"           "MOPED"                "MORGAN"              
## [2230] "MORI"                 "MORITZ"               "MOTIVE"              
## [2233] "MOTOBRAVO"            "MOTO GUZZI"           "MOTOR"               
## [2236] "MOTORELI"             "MOTORIZED"            "MOTOR SCOOTER"       
## [2239] "MOTOVOX"              "MOTSUBISHI"           "MOZDA"               
## [2242] "MRCB"                 "MRC BENZ"             "MRCD"                
## [2245] "MRCEDES"              "MRCEDES-BENZ"         "MRCEDEZ"             
## [2248] "MRCERDEZ"             "MRCURY"               "MRCY"                
## [2251] "MREC"                 "MRECEDES"             "MRECEDEZ"            
## [2254] "MRECURY"              "MREZ"                 "MRRZ"                
## [2257] "MRZ"                  "MRZD"                 "MSAERADI"            
## [2260] "MSTR"                 "MT"                   "MTIS"                
## [2263] "MTS"                  "MTSUBISHI"            "MTT"                 
## [2266] "MTZ"                  "MUMMER"               "MUR"                 
## [2269] "MURC"                 "MURCARY"              "MURCRY"              
## [2272] "MURCURY"              "MURRAY"               "MUSTANG"             
## [2275] "MVAG"                 "MW"                   "MZADA"               
## [2278] "MZD"                  "MZDA"                 "N9SSAN"              
## [2281] "N/A"                  "NAIS"                 "NARD"                
## [2284] "NAZDA"                "NDMC"                 "NECR"                
## [2287] "NEO"                  "NEON"                 "NERCEDES"            
## [2290] "NERCEDEZ"             "NERCURY"              "NERZ"                
## [2293] "NEW FLUER"            "NEWFLYER"             "NEW FLYER"           
## [2296] "NEW HOLLAND"          "NEW YORKER"           "NEXT"                
## [2299] "NFLY"                 "NIAAN"                "NIAASAN"             
## [2302] "NIASSAN"              "NIDSSAN"              "NIFINITI"            
## [2305] "NII"                  "NIIS"                 "NIISAN"              
## [2308] "NIISS"                "NIISSAN"              "NIISSIAN"            
## [2311] "NIITRO"               "NIMR"                 "NINGBO"              
## [2314] "NINMBO"               "NINSAN"               "NIS"                 
## [2317] "NISAAN"               "NISAN"                "NISASAN"             
## [2320] "NISD"                 "NISIAN"               "NISN"                
## [2323] "NISS"                 "NISS."                "NISS 4DR"            
## [2326] "NISS 4S"              "NISSA"                "NISSAAN"             
## [2329] "NISSAB"               "NISSAIN"              "NISSAK"              
## [2332] "NISSAL"               "NISSAM"               "NISSAN"              
## [2335] ";NISSAN"              "'NISSAN"              "NISSA N"             
## [2338] "NISSAN`"              "NISSAN 4DR"           "NISSAN 4S"           
## [2341] "NISSANA"              "NISSAN ALTIMA"        "NISSAN FRONTEIR"     
## [2344] "NISSAN FRONTIER"      "NISSAN HD"            "NISSANM"             
## [2347] "NISSANMAXIMA"         "NISSAN MAXIMA"        "NISSAN MURANO"       
## [2350] "NISSANN"              "NISSAN QUEST"         "NISSANS"             
## [2353] "NISSANSENTRA"         "NISSAN SENTRA"        "NISSAN SUV"          
## [2356] "NISSAN TK"            "NISSAN / UD"          "NISSAS"              
## [2359] "NISSASN"              "NISSAV"               "NISSEN"              
## [2362] "NISSI"                "NISSIAM"              "NISSIAN"             
## [2365] "NISSINA"              "NISSION"              "NISSN"               
## [2368] "NISSNA"               "NISSON"               "NISSS"               
## [2371] "NISSSAN"              "NISSVAL1996"          "NISSVAL1999"         
## [2374] "NISSVAL2003"          "NISSVAL2005"          "NISSVAL2007"         
## [2377] "NISSVAL2008"          "NISSVAL2010"          "NISSVAL2011"         
## [2380] "NISSVAL2012"          "NISSVAL2013"          "NISSVAL2014"         
## [2383] "NISSVAL2015"          "NISSVAN"              "NISU"                
## [2386] "NITS"                 "NIXX"                 "NIZZAN"              
## [2389] "NMW"                  "NNISS"                "NNISSAN"             
## [2392] "NNT"                  "NOISSAN"              "NOLKSWAGEN"          
## [2395] "NOND"                 "NONE"                 "NOSSAN"              
## [2398] "NO VEHICLE"           "NP"                   "NPR"                 
## [2401] "NSS"                  "NSSAN"                "NSSIAN"              
## [2404] "NSSSAN"               "NT"                   "NUISSAN"             
## [2407] "NUS"                  "NUSSAN"               "NWFL"                
## [2410] "NYUNDAI"              "ODGE"                 "ODLS"                
## [2413] "ODS"                  "ODYSSEY"              "OIYOTA"              
## [2416] "OLD"                  "OLDESMOBILE"          "OLDMOBILE"           
## [2419] "OLD MOBILE"           "OLDMOBLIE"            "OLDS"                
## [2422] "OLDSMOBIL"            "OLDSMOBILE"           "OLDS MOBILE"         
## [2425] "OLDSMOBILE`"          "OLDSMOBLE"            "OLDSMOBLIE"          
## [2428] "OLDSMOBOLE"           "OLDSMOILE"            "OLDSVAL1994"         
## [2431] "OLDSVAL2002"          "OLDSVAL2003"          "OLK"                 
## [2434] "OLKSWAGON"            "OLS"                  "OLSMOBILE"           
## [2437] "OND"                  "ONDA"                 "ONTL"                
## [2440] "OOTA"                 "OPTIMA"               "ORBEA"               
## [2443] "ORD"                  "ORI"                  "ORINO"               
## [2446] "ORIO"                 "ORION"                "ORKH"                
## [2449] "OTHER"                "OTHR"                 "OUTB"                
## [2452] "OUTBACK"              "OYOTA"                "OYOYA"               
## [2455] "OYT"                  "P0NTIAC"              "P4D"                 
## [2458] "PAAM"                 "PACE"                 "PACE SPORT"          
## [2461] "PAGSTA"               "PAMR"                 "PASEO"               
## [2464] "PASSAT"               "PATH"                 "PB"                  
## [2467] "PEACE SPORTS"         "PED"                  "PEDESTRIAN"          
## [2470] "PENSKE"               "PEOPLE"               "PEQU"                
## [2473] "PERM"                 "PERO"                 "PERQ"                
## [2476] "PERSON"               "PET"                  "PETE"                
## [2479] "PETEBULIT"            "PETER"                "PETERB"              
## [2482] "PETERBELT"            "PETERBILT"            "PETERBLT"            
## [2485] "PETERBUILT"           "PETER BUILT"          "PETERBULIT"          
## [2488] "PETERBULT"            "PETERBU;LT"           "PETER CON"           
## [2491] "PETR"                 "PEUG"                 "PHB"                 
## [2494] "PIAGGIO"              "PIER SPEED"           "PILOT"               
## [2497] "PINT"                 "PJTM"                 "PJTR"                
## [2500] "PLDS"                 "PLMONTH"              "PLMOUTH"             
## [2503] "PLMTH"                "PLUMOUTH"             "PLY"                 
## [2506] "PLYM"                 "PLYMONTH"             "PLYMOTH"             
## [2509] "PLYMOUTH"             "PLYMOUYH"             "PLYMUTH"             
## [2512] "PLYN"                 "PMW"                  "PNT"                 
## [2515] "POBTIAC"              "POCH"                 "POINT"               
## [2518] "POINTIAC"             "POIR"                 "POLA"                
## [2521] "POLARIS"              "POLC"                 "POLS"                
## [2524] "POMT"                 "POMTIAC"              "PON"                 
## [2527] "PONATIAC"             "PONIAC"               "PONIATIC"            
## [2530] "PONIC"                "PONIT"                "PONITAC"             
## [2533] "PONT"                 "PONT."                "PONT4S"              
## [2536] "PONTAC"               "PONTAIC"              "PONTANIC"            
## [2539] "PONTATIC"             "PONTI"                "PONTIA"              
## [2542] "PONTIAC"              "PONTIAC`"             "PONTIACC"            
## [2545] "PONTIACE"             "PONTIACQ"             "PONTIAN"             
## [2548] "PONTIAV"              "PONTIC"               "PONTICA"             
## [2551] "PONTICAS"             "PONTOAC"              "PONTVAL2000"         
## [2554] "PONTVAL2001"          "PONTVAL2006"          "PONY"                
## [2557] "PONYIAC"              "POONTIAC"             "POPNTIAC"            
## [2560] "POR"                  "PORC"                 "PORCH"               
## [2563] "PORCHA"               "PORCHE"               "PORCHIA"             
## [2566] "PORCHSE"              "PORCSCHE"             "PORCSHE"             
## [2569] "PORECHE"              "PORS"                 "PORSC"               
## [2572] "PORSCE"               "PORSCGE"              "PORSCH"              
## [2575] "PORSCHE"              "PORSH"                "PORSH1"              
## [2578] "PORSHE"               "PORSVAL2013"          "POSH"                
## [2581] "POSSLEXU"             "POTIAC"               "PRCH"                
## [2584] "PREI"                 "PREM"                 "PREMIER"             
## [2587] "PREV"                 "PREVOST"              "PRIUS"               
## [2590] "PROSCHE"              "PRO STAR"             "PRRSC"               
## [2593] "PRRSCHE"              "PSD"                  "PT"                  
## [2596] "PT CRUISER"           "PTERBILT"             "PTR8"                
## [2599] "PTRB"                 "PTRBLT"               "PTRB TK"             
## [2602] "PYLMOUTH"             "PYMOUTH"              "Q"                   
## [2605] "Q5"                   "QACURA"               "QIANG JIAN"          
## [2608] "QIYE"                 "QLDS"                 "QLINK"               
## [2611] "QUALITY"              "QUALITY STEEL"        "QUIC"                
## [2614] "QX4"                  "R"                    "RAINGE ROVER"        
## [2617] "RALEIGH"              "RALLY"                "RAM"                 
## [2620] "RAMB"                 "RANFE ROVER"          "RANG"                
## [2623] "RANGE"                "RANGER"               "RANGE R"             
## [2626] "RANGE ROV"            "RANGEROVER"           "RANGE ROVER"         
## [2629] "RANGE  ROVER"         "RANGE ROVR"           "RANGER ROVER"        
## [2632] "RANGE RV"             "RANGE RVER"           "RANGERVR"            
## [2635] "RANGE RVR"            "RANGROV"              "RANG ROV"            
## [2638] "RANGROVER"            "RANG ROVER"           "RANGSUV"             
## [2641] "RANNGE"               "RAPTOR"               "RAV"                 
## [2644] "RAV4"                 "RAV 4"                "RAVE"                
## [2647] "RAZOR"                "RDX"                  "RED"                 
## [2650] "REDLINE"              "REGAL"                "REIS"                
## [2653] "REISER"               "RENEGADE"             "RIDE"                
## [2656] "RIDEON"               "RIDE ON"              "RIDE-ON"             
## [2659] "RIELLA"               "RIO"                  "RNG ROV"             
## [2662] "RNG ROVER"            "RNG RVR"              "ROAD"                
## [2665] "ROCK"                 "ROD"                  "RODGE"               
## [2668] "ROGE"                 "ROGUE"                "ROGUENISSAN"         
## [2671] "ROKETA"               "ROLCE ROYCE"          "ROLL"                
## [2674] "ROLLS"                "ROLLS ROYCE"          "ROLLS-ROYCE"         
## [2677] "ROLS"                 "RORD"                 "ROUTER"              
## [2680] "ROV"                  "ROVER"                "RO VER"              
## [2683] "ROYAL"                "ROYAL ENFIELD"        "ROYC"                
## [2686] "ROYOTA"               "RUKUS"                "RYDER"               
## [2689] "S"                    "S550"                 "SAA"                 
## [2692] "SAAB"                 "SAABVAL2008"          "SAABVAL2010"         
## [2695] "SAB"                  "SABARU"               "SABB"                
## [2698] "SABLE"                "SABU"                 "SABURU"              
## [2701] "SARN"                 "SARURN"               "SAT"                 
## [2704] "SATARN"               "SATERN"               "SATN"                
## [2707] "SATR"                 "SATRN"                "SATRUN"              
## [2710] "SATU"                 "SATUN"                "SATUR"               
## [2713] "SATURAN"              "SATURB"               "SATUREN"             
## [2716] "SATURM"               "SATURN"               "SATURNE"             
## [2719] "SATURNQ"              "SATURN SW"            "SATURRN"             
## [2722] "SATUTN"               "SATUVAL2002"          "SAURN"               
## [2725] "SAUTN"                "SAYURN"               "SAZUKI"              
## [2728] "SBARU"                "SC400 2D"             "SCENIC VIEW"         
## [2731] "SCHOOL"               "SCHOOL BUS"           "SCHWINN"             
## [2734] "SCI"                  "SCIAON"               "SCID"                
## [2737] "SCIO"                 "SCION"                "SCIONIA"             
## [2740] "SCIONQ"               "SCOIN"                "SCON"                
## [2743] "SCOOTER"              "SCOTT"                "SCUR"                
## [2746] "SCURA"                "SCWINN"               "SE"                  
## [2749] "SEBRING"              "SEDAN"                "SENTRA"              
## [2752] "SHANGHAI"             "SHANGHAI JIMSTA"      "SHANGHAI MEITAN"     
## [2755] "SHANGHAI SHENKE"      "SHANHAIE"             "SHELBY REPL"         
## [2758] "SHOR"                 "SHORELANDER"          "SHUTTLE BUS"         
## [2761] "SICAN"                "SICO"                 "SICON"               
## [2764] "SIEN"                 "SIENNA"               "SIERRA"              
## [2767] "SILVER"               "SILVERADO"            "SILVER VOLVO"        
## [2770] "SION"                 "SISSAN"               "SIZI"                
## [2773] "SKY INC"              "SKYL"                 "SLANTRA"             
## [2776] "SLINGSHOT"            "SMAR"                 "SMART"               
## [2779] "SMARTC"               "SMARTCAR"             "SMART CAR"           
## [2782] "SMARVAL"              "SMARVAL2010"          "SME"                 
## [2785] "S M E"                "SMITH"                "SMRT"                
## [2788] "SNPR"                 "SOL"                  "SOLARA"              
## [2791] "SONATA"               "SONATAHYUNDAI"        "SOSGE"               
## [2794] "SPECIALIZED"          "SPNR"                 "SPOR"                
## [2797] "SPRINT"               "SPRINTER"             "SQUINOX"             
## [2800] "SSAB"                 "SSR"                  "SSSB"                
## [2803] "STACRAFT"             "STAR"                 "STARCRAFT"           
## [2806] "STAR TRANS"           "STATURN"              "STAURN"              
## [2809] "STCR"                 "STEERLING"            "STER"                
## [2812] "STERILITY"            "STERL"                "STERLIG"             
## [2815] "STERLING"             "STIRLING"             "STLG"                
## [2818] "STR"                  "STRATUS"              "STRG"                
## [2821] "STRN"                 "STS"                  "STURN"               
## [2824] "SU"                   "SUA"                  "SUARU"               
## [2827] "SUB"                  "SUB4DR"               "SUBA"                
## [2830] "SUBAA"                "SUBAARU"              "SUBABU"              
## [2833] "SUBAEU"               "SUBAR"                "SUBARA"              
## [2836] "SUBARAU"              "SUBARBU"              "SUBARI"              
## [2839] "SUBARO"               "SUBARU"               "SU BARU"             
## [2842] "SUB ARU"              "SUBARUA"              "SUBARUI"             
## [2845] "SUBARULEGACY"         "SUBARU S/W"           "SUBARUU"             
## [2848] "SUBARY"               "SUBAU"                "SUBAUR"              
## [2851] "SUBAURU"              "SUBAVAL1999"          "SUBAVAL2000"         
## [2854] "SUBAVAL2001"          "SUBAVAL2006"          "SUBAVAL2011"         
## [2857] "SUBAVAL2012"          "SUBAVAL2014"          "SUBBARU"             
## [2860] "SUBBURU"              "SUBERO"               "SUBERU"              
## [2863] "SUBR"                 "SUBRARU"              "SUBRAU"              
## [2866] "SUBRU"                "SUBRUR"               "SUBS"                
## [2869] "SUBSRU"               "SUBU"                 "SUBUARU"             
## [2872] "SUBUR"                "SUBURA"               "SUBURAU"             
## [2875] "SUBURBAN"             "SUBURI"               "SUBURU"              
## [2878] "SUDA"                 "SUEDE"                "SUIZ"                
## [2881] "SUK"                  "SUKI"                 "SUKU"                
## [2884] "SUNA"                 "SUNL"                 "SUNNY"               
## [2887] "SUPE"                 "SUPER HORNET"         "SUPERIOR"            
## [2890] "SUPERLINE"            "SUPM"                 "SUPR"                
## [2893] "SUPREMO"              "SURARU"               "SURB"                
## [2896] "SURE"                 "SURE-TRAC"            "SURLY"               
## [2899] "SUSBARU"              "SUSK"                 "SUSU"                
## [2902] "SUSUBARU"             "SUSUKI"               "SUSZ"                
## [2905] "SUTURN"               "SUV"                  "SUXI"                
## [2908] "SUZ"                  "SUZ1"                 "SUZI"                
## [2911] "SUZIK"                "SUZIKI"               "SUZI MC"             
## [2914] "SUZIUKI"              "SUZK"                 "SUZKI"               
## [2917] "SUZU"                 "SUZUIKI"              "SUZUK"               
## [2920] "SUZUKI"               "SUZUKI`"              "SUZUKIA"             
## [2923] "SUZUKI AERIO"         "SUZUKII"              "SUZUKKI"             
## [2926] "SUZUKU"               "SUZUZI"               "SX4"                 
## [2929] "SXION"                "T0Y0TA"               "T0YOT"               
## [2932] "T0YOTA"               "T0YT"                 "T6OYOTA"             
## [2935] "TACOMA"               "TAGA"                 "TAIW"                
## [2938] "TAIWAN GOLDEN B"      "TAIZ"                 "TAIZHOU"             
## [2941] "TAIZHOU CHUANL"       "TAIZHOU CITY"         "TAO"                 
## [2944] "TAOATO"               "TAOI"                 "TAOT"                
## [2947] "TAOTA"                "TAOTAN"               "TAOTAO"              
## [2950] "TAO TAO"              "TAOTAO50"             "TAO TAO 50"          
## [2953] "TAOTAO MOTORS"        "TAO TAO SCOOTER"      "TAOTARO"             
## [2956] "TAOTO"                "TAOTOA50"             "TATT"                
## [2959] "TAURUA"               "TAURUS"               "TAUTAU"              
## [2962] "TAYOTAYO"             "TBU"                  "TCS DYKON"           
## [2965] "TECTRON"              "TELSA"                "TEMSA"               
## [2968] "TESCA"                "TESL"                 "TESLA"               
## [2971] "TESLLA"               "TESLVAL2014"          "TEST"                
## [2974] "TEXS"                 "TEXTTRON"             "TGB"                 
## [2977] "THOAS"                "THOM"                 "THOMA"               
## [2980] "THOMAS"               "THOMAS BUILT"         "THOMAS BUS"          
## [2983] "THOM BUS"             "THOMOS"               "THOMPSON"            
## [2986] "THRUXTON"             "THUNDERBIRD"          "TIC"                 
## [2989] "TI=OYOTA"             "TITAN"                "TIYITA"              
## [2992] "TIYOT"                "TIYOTA"               "TIYT"                
## [2995] "TK"                   "TLINER"               "TLOYOTA"             
## [2998] "TNERNATIONAL"         "TNT"                  "TNTL"                
## [3001] "TO"                   "TOAT"                 "TOATOA"              
## [3004] "TOAY"                 "TOBP"                 "TOBR"                
## [3007] "TOMA"                 "TOMAS"                "TOMO"                
## [3010] "TOMOS"                "TOOTA"                "TOOYOTA"             
## [3013] "TOOYT"                "TOP"                  "TOPB"                
## [3016] "TOP BRAND"            "TORA"                 "TORD"                
## [3019] "TOROTA"               "TOT"                  "TOTO"                
## [3022] "TOTOA"                "TOTORA"               "TOTOT"               
## [3025] "TOTOTA"               "TOTOYA"               "TOTOYOT"             
## [3028] "TOTOYTA"              "TOTY"                 "TOTYA"               
## [3031] "TOTYOA"               "TOTYOTA"              "TOTYT"               
## [3034] "TOTYTA"               "TOU"                  "TOUOTA"              
## [3037] "TOUPT"                "TOUT"                 "TOUY"                
## [3040] "TOW"                  "TOWM"                 "TOWMQ"               
## [3043] "TOWN"                 "TOWN AND COUNTR"      "TOWN & COUNTRY"      
## [3046] "TOWN N COUNTRY"       "TOY"                  "TOY0A"               
## [3049] "TOY0TA"               "TOYA"                 "TOYATA"              
## [3052] "TOYATO"               "TOYIOOA"              "TOYITA"              
## [3055] "TOYO"                 "TOYOA"                "TOYOAT"              
## [3058] "TOYOATA"              "TOYOATO"              "TOYOOTA"             
## [3061] "TOYORA"               "TOYORTA"              "TOYO SCION"          
## [3064] "TOYO/SCION"           "TOYO(SCION)"          "TOYOT"               
## [3067] "TOYOTA"               "TOYOTO"               "TOYOTOA"             
## [3070] "TOYOTQ"               "TOYOTRA"              "TOYOTS"              
## [3073] "TOYOTSA"              "TOYOT SUV"            "TOYOTTA"             
## [3076] "TOYOT TK"             "TOYOTY"               "TOYOTYA"             
## [3079] "TOYOUA"               "TOYOUTA"              "TOYOVA"              
## [3082] "TOYOVAL"              "TOYOVAL1991"          "TOYOVAL1992"         
## [3085] "TOYOVAL1995"          "TOYOVAL1996"          "TOYOVAL1998"         
## [3088] "TOYOVAL1999"          "TOYOVAL2000"          "TOYOVAL2001"         
## [3091] "TOYOVAL2002"          "TOYOVAL2003"          "TOYOVAL2004"         
## [3094] "TOYOVAL2005"          "TOYOVAL2007"          "TOYOVAL2008"         
## [3097] "TOYOVAL2009"          "TOYOVAL2010"          "TOYOVAL2011"         
## [3100] "TOYOVAL2012"          "TOYOVAL2013"          "TOYOVAL2014"         
## [3103] "TOYOVAL2015"          "TOYOVAN"              "TOYOY"               
## [3106] "TOYOYA"               "TOYOYT"               "TOYOYTA"             
## [3109] "TOYP"                 "TOYPTA"               "TOYR"                
## [3112] "TOYS"                 "TOYT"                 "TOYT`"               
## [3115] "TOYT4D"               "TOYT4DR"              "TOYT 4S"             
## [3118] "TOYTA"                "TOYTO"                "TOYTOA"              
## [3121] "TOYTOTA"              "TOYT=OTA"             "TOYTQ"               
## [3124] "TOYTS"                "TOYT SCION"           "TOYT  SCION"         
## [3127] "TOYT / SCION"         "TOYT (SCION)"         "TOYT/SCION"          
## [3130] "TOYTTA"               "TOYTTK"               "TOYUT"               
## [3133] "TOYY"                 "TOYYOTA"              "TPY"                 
## [3136] "TPYOTA"               "TPYPTA"               "TPYT"                
## [3139] "TPYTA"                "TRACTOR TRAILER"      "TRAI"                
## [3142] "TRAILER"              "TRAILOR"              "TRANSIT"             
## [3145] "TRASH"                "TREK"                 "TREM"                
## [3148] "TREX"                 "TRI"                  "TRIMUPH"             
## [3151] "TRIP"                 "TRIPLE R"             "TRIT"                
## [3154] "TRITON"               "TRIU"                 "TRIUM"               
## [3157] "TRIUMPH"              "TRL"                  "TRTR"                
## [3160] "TRUCK"                "TRUM"                 "TSMR"                
## [3163] "TTOY"                 "TUYT"                 "TYG"                 
## [3166] "TYOT"                 "TYOTA"                "TYOTAO"              
## [3169] "TYOYTA"               "TYT"                  "TYTA"                
## [3172] "TYUNDAI"              "U"                    "UB"                  
## [3175] "UD"                   "UD DS"                "UDI"                 
## [3178] "UD NISSAN"            "UD/ NISSAN"           "UDT"                 
## [3181] "UD TRUCK"             "UDUMP"                "UHAUL"               
## [3184] "U HAUL"               "UNIT"                 "UNITED MOTORS"       
## [3187] "UNK"                  "UNKMC"                "UNKNOWN"             
## [3190] "UPS"                  "UPS TRUCK"            "USJE"                
## [3193] "US MAIL"              "US MAIL TRUCK"        "US POST OFF"         
## [3196] "US POST OFFICE"       "USPS"                 "USUZU"               
## [3199] "UTIL"                 "UTILITY"              "UU"                  
## [3202] "V0LV"                 "VA"                   "VACR"                
## [3205] "VADILAC"              "VALKS"                "VALL"                
## [3208] "VALTSWAGON"           "VAN"                  "VANGUARD"            
## [3211] "VANH"                 "VANHOOL"              "VAN HOOL T2145"      
## [3214] "VCTY"                 "VE"                   "VEERMEER"            
## [3217] "VELOCITY"             "VENT"                 "VENTO"               
## [3220] "VERMEER"              "VERSA"                "VESP"                
## [3223] "VESPA"                "VESPA/PIAGGIO"        "VHECY"               
## [3226] "VHEV"                 "VHEVROLET"            "VHEVY"               
## [3229] "VHRY"                 "VIAGGIO"              "VICT"                
## [3232] "VICTORY"              "VICTORY TRAILER"      "VICTY"               
## [3235] "VIK"                  "VILK"                 "VILKSWAGON"          
## [3238] "VILKW"                "VILV"                 "VILVO"               
## [3241] "VIP"                  "VIRGINIA"             "VK"                  
## [3244] "VKW"                  "VLKS"                 "VLKSWA"              
## [3247] "VLKSWAGON"            "VLOKS"                "VLOVO"               
## [3250] "VLVO"                 "VM"                   "VNFORD"              
## [3253] "VNNISSAN"             "VNTO"                 "VOIKS"               
## [3256] "VOK"                  "VO;K"                 "VOKLS"               
## [3259] "VOKS"                 "VO;KS"                "VOKSWAGEN"           
## [3262] "VOKSWAGON"            "VOKWAGON"             "VOL"                 
## [3265] "VOLCO"                "VOLJS"                "VOLK"                
## [3268] "VOLK."                "VOLKA"                "VOLKAWAGEN"          
## [3271] "VOLKAWAGON"           "VOLKD"                "VOLKE"               
## [3274] "VOLKES"               "VOLKESWAGEN"          "VOLKESWAGON"         
## [3277] "VOLKKSWAGON"          "VOLKS"                "VOLKSAGON"           
## [3280] "VOLKSBLUE"            "VOLKSEWAGON"          "VOLKSSWAGON"         
## [3283] "VOLKSVAGEN"           "VOLKSVAGON"           "VOLKSW"              
## [3286] "VOLK SW"              "VOLKSWA"              "VOLKSWAEN"           
## [3289] "VOLKSWAG"             "VOLKS WAG"            "VOLKSWAGAN"          
## [3292] "VOLKS WAGAN"          "VOLKSWAGE"            "VOLKSWAGEB"          
## [3295] "VOLKSWAGEN"           "VOLKS WAGEN"          "VOLKSWAGGO"          
## [3298] "VOLKSWAGGON"          "VOLKSWAGIN"           "VOLKSWAGKON"         
## [3301] "VOLKSWAGN"            "VOLKSWAGO"            "VOLKSWAGON"          
## [3304] "VOLK SWAGON"          "VOLKS WAGON"          "VOLKSWAGONQ"         
## [3307] "VOLKSWAGOON"          "VOLKSWAGPN"           "VOLKSWAGWEN"         
## [3310] "VOLKSWAHEN"           "VOLKSWAON"            "VOLKSWGAN"           
## [3313] "VOLKSWGN"             "VOLKSWGON"            "VOLKVAL"             
## [3316] "VOLKVAL2006"          "VOLKVAL2010"          "VOLKVAL2011"         
## [3319] "VOLKVAL2012"          "VOLKVAL2013"          "VOLKVAL2014"         
## [3322] "VOLKW"                "VOLK W"               "VOLKWAG"             
## [3325] "VOLK WAG"             "VOLKWAGEN"            "VOLKWAGON"           
## [3328] "VOLK WAGON"           "VOLKWAGSON"           "VOLKWASGEN"          
## [3331] "VOLKWGN"              "VOLKWGON"             "VOLKXS"              
## [3334] "VOLKZ"                "VOLKZWAGEN"           "VOLLKSWAGON"         
## [3337] "VOLLSWAGON"           "VOLLVO"               "VOLO"                
## [3340] "VOLOV"                "VOLS"                 "VOLSK"               
## [3343] "VOLSKWAGEN"           "VOLSKWAGON"           "VOLSSWAGON"          
## [3346] "VOLSW"                "VOLSWAGEN"            "VOLSWAGON"           
## [3349] "VOLT"                 "VOLTS"                "VOLTSWAGEN"          
## [3352] "VOLTSWAGON"           "VOLTSWAGOON"          "VOLT WAGON"          
## [3355] "VOLV"                 "VOLV0"                "VOLVA"               
## [3358] "VOLVE"                "VOLVI"                "VOLVL"               
## [3361] "VOLVO"                "V OLVO"               "VOLVO`"              
## [3364] "VOLVO 4DR"            "VOLVOE"               "VOLVOO"              
## [3367] "VOLVOT"               "VOLVO TK"             "VOLVS"               
## [3370] "VOLVSWAGEN"           "VOLVVAL1990"          "VOLVVAL2005"         
## [3373] "VOLVVAL2006"          "VOLVVAL2007"          "VOLVVAL2009"         
## [3376] "VOLVVAL2011"          "VOLVVAL2012"          "VOLVVAL2013"         
## [3379] "VOLZ"                 "VONROAD"              "VORK"                
## [3382] "VOV"                  "VOVL"                 "VOVLO"               
## [3385] "VOVLV"                "VOVLVO"               "VOVO"                
## [3388] "VPG"                  "VPG/U NAME IT"        "VULC"                
## [3391] "VVOLKSWAGEN"          "VVOLKSWAGON"          "VVOLVO"              
## [3394] "VVW"                  "VW"                   "V W"                 
## [3397] "VW9"                  "VWAGON"               "VWOLK"               
## [3400] "VWOLKS"               "WABA"                 "WABASH"              
## [3403] "WEHA"                 "WELL"                 "WEST"                
## [3406] "WESTERN"              "WESTERN STA"          "WESTERN STAR"        
## [3409] "WEST TK"              "WG"                   "WHI"                 
## [3412] "WHIT"                 "WHITE"                "WHITEGMC"            
## [3415] "WHITE GMC"            "WHITENISSAN"          "WILDFIRE"            
## [3418] "WINNA"                "WMATA TRANSIT"        "WOLK"                
## [3421] "WOLKSWAGEN"           "WOLKSWAGON"           "WOLSKWAGEN"          
## [3424] "WOLSWAGON"            "WORH"                 "WORK"                
## [3427] "WORKHORSE"            "WRKH"                 "WSTR"                
## [3430] "WTD2680"              "WV"                   "WYLIE & SON"         
## [3433] "X"                    "X5BMW"                "XCHRV"               
## [3436] "XEF9688"              "XHEVY"                "XIAMEN XIASHING"     
## [3439] "XINGYUE"              "XTRE"                 "XX"                  
## [3442] "XXX"                  "XXXX"                 "YAHAHA"              
## [3445] "YAHAM"                "YAHAMA"               "YAHMAHA"             
## [3448] "YAM"                  "YAMA"                 "YAMAH"               
## [3451] "YAMAHA"               "YAMAYA"               "YB50"                
## [3454] "YHUNDAI"              "YOTOA"                "YOTOTA"              
## [3457] "YOYO"                 "YOYOTA"               "YOYOYA"              
## [3460] "YOYT"                 "YUKON"                "YUN"                 
## [3463] "YUNDAI"               "YY150-19"             "Z71"                 
## [3466] "ZHEJIANG"             "ZHE JIANG"            "ZHEJIANG JONWAY"     
## [3469] "ZHEJIANG KAIKAI"      "ZHESING QIUG"         "ZHNG"                
## [3472] "ZHONGNENG"            "ZNEN"                 "ZUMA"                
## [3475] "ZUMMERQ"              "ZUZU"                 "ZUZUKI"

We can see that the rest of the ACURA misspellings have disappeared because they’ve been converted to ACURA!

Now, for this tutorial, we won’t be using the car’s make or model for analysis, so we aren’t going to worry too much about getting them totally clean. However, we do want to use a number of the other columns, so let’s clean those up! Primarily, we want to make sure that the levels for any categorical variables or the values for any numeric variables make sense and that any missing values are coded as NA.

The summary() can give us a quick look at numeric data and help us determine whether we might need to take a closer look. It’ll give us basic summary statistics about the data, so we can see if there might be a mistyped year that’s too far in the past to be reasonable, for example.

summary(dat$date_of_stop)
##         Min.      1st Qu.       Median         Mean      3rd Qu. 
## "2012-01-01" "2013-11-26" "2015-05-06" "2015-04-23" "2016-09-27" 
##         Max. 
## "2018-04-25"

It doesn’t look like there are any crazy dates mixed in, with dates either too far in the past or in the future, because both the minimum and maximum seem reasonable.

summary(dat$year)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##       0    2002    2006    2005    2011    9999    8074

This isn’t so good. We have both year 0 and year 9999 in our data, but we know that it’s impossible to have a car made in either of those years! The Model T was first produced in 1908, so it’s probably safe to say that any year prior to 1908 or after 2018 can be coded as NA. Additionally, by looking at the data manually using dat %>% filter(year < 1960) we can see a 1932 Honda Civic (the Civic was not manufactured in 1932) and a pedestrian entry, so we’ll code the year as NA for those as well.

Here, we assign the NA character to year based on the condition inside the square brackets. Whenever the condition is true, the NA character is assigned to year in place of whatever was there previously. R will recognize that we are treating year as a character column, so we don’t have to explicitly change it. However, we will need to change it back to an integer column at the end.

dat$year[dat$year < 1908 | dat$year > 2018] <- NA_character_
dat$year[dat$make == "PEDESTRIAN"] <- NA_character_
dat$year[dat$year == 1932 & dat$make == "Honda" & dat$model == "Civic"] <- NA_character_
dat$year <- as.integer(dat$year)
summary(dat$year)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##    1920    2002    2006    2006    2011    2018    9924

These numbers make a lot more sense!

Let’s check our factor columns as well. The summary function will list each level of the factor and the count of how many values the column contains for each factor. Since there are so many variables in this dataset, we’ll only show the ones we’re going to use later on, but it’s good practice to take a look at all the data, especially data you might want to use for analysis.

print("Agency")
## [1] "Agency"
summary(dat$agency)
##     MCP 
## 1292399
print("Subagency")
## [1] "Subagency"
summary(dat$subagency)
##                                                 
##                                              10 
##                         1st district, Rockville 
##                                          151530 
##                          2nd district, Bethesda 
##                                          198158 
##                     3rd district, Silver Spring 
##                                          261679 
##                           4th district, Wheaton 
##                                          322815 
##                        5th district, Germantown 
##                                          147679 
## 6th district, Gaithersburg / Montgomery Village 
##                                          168963 
##             Headquarters and Special Operations 
##                                           41565
print("Violation Type")
## [1] "Violation Type"
summary(dat$violation_type)
## Citation    ESERO     SERO  Warning 
##   607150    64224      922   620103
print("Charge")
## [1] "Charge"
summary(dat$charge)
##      21-801.1    21-201(a1)     13-409(b)     13-401(h)     21-707(a) 
##        166514        102974         61615         44469         41262 
##     16-112(c) 21-1124.2(d2)     16-101(a)     13-411(f)     16-303(h) 
##         33985         31120         31094         30681         27629 
##     16-303(c)   22-412.3(b)           64*     21-801(a)     13-411(d) 
##         27162         25604         25286         22528         21046 
##     21-309(b)      22-201.1   21-901.1(b)     13-411(a)     16-116(a) 
##         18356         18071         17086         16380         15420 
##    21-202(h1)    21-902(b1)    21-902(a1)     21-801(b)     22-204(f) 
##         15407         15316         15063         14987         13745 
##     21-204(b)     22-226(a)           55*    22-406(i1)    21-902(a2) 
##         12532         12416         11845         10781         10189 
##     21-301(a)        23-104     21-204(d)     22-219(a)    21-405(e1) 
##          9998          9458          9425          9059          8770 
##        17-107     21-402(a)            61     16-303(d)     16-301(j) 
##          8277          7629          7248          7047          6881 
##    13-401(b1)    13-411(c1)     22-206(a)   21-901.1(a)    16-105(b1) 
##          6774          6712          6436          6402          6252 
##           56*           65*    21-202(i1)     21-310(a)     21-309(d) 
##          6092          6047          5949          5814          5421 
##    21-1104(c)     22-203(b)    21-502(a2)   22-412.2(d)      11-393.9 
##          5323          5124          4712          4310          4278 
##    13-410(e2)     13-703(g)     16-303(f)  21-1124.1(b)     16-301(e) 
##          4075          4001          3773          3748          3648 
##     21-202(m)     22-209(b)     21-503(c)     21-604(d)     21-304(c) 
##          3357          3303          3090          3029          2989 
##        21-401    16-101(a1)     16-113(h)     21-405(b)     21-203(c) 
##          2950          2922          2904          2890          2724 
##    21-202(h2)     22-101(a)    13-411(c2)    21-201(a2)           61* 
##          2708          2656          2634          2418          2321 
##     13-411(g)     16-115(g)   21-1003(aa)     21-314(b)     21-308(a) 
##          2295          2246          2230          2157          2143 
##     21-404(a)     13-411(e)     21-601(a)      20-105.1     13-414(a) 
##          2072          2014          1980          1888          1807 
##        17-104     13-401(d)     13-401(b)    21-1003(j)  11-391.41(a) 
##          1805          1801          1771          1769          1734 
##     21-804(a)     22-227(d)     20-103(b)    21-1120(c)  13-616.1(f2) 
##          1665          1651          1613          1591          1584 
##      21-802.1    16-105(b2)     21-601(b)     22-204(a)       (Other) 
##          1520          1463          1449          1416        106594
print("Arrest Type")
## [1] "Arrest Type"
summary(dat$arrest_type)
##                      A - Marked Patrol 
##                                1062884 
##                    B - Unmarked Patrol 
##                                  41345 
##                      C - Marked VASCAR 
##                                    450 
##                    D - Unmarked VASCAR 
##                                    258 
##            E - Marked Stationary Radar 
##                                   8025 
##          F - Unmarked Stationary Radar 
##                                    818 
##   G - Marked Moving Radar (Stationary) 
##                                   6025 
## H - Unmarked Moving Radar (Stationary) 
##                                    851 
##       I - Marked Moving Radar (Moving) 
##                                   2027 
##     J - Unmarked Moving Radar (Moving) 
##                                    436 
##                    K - Aircraft Assist 
##                                     55 
##                         L - Motorcycle 
##                                  11402 
##                  M - Marked (Off-Duty) 
##                                   1898 
##                N - Unmarked (Off-Duty) 
##                                    178 
##                        O - Foot Patrol 
##                                  12673 
##                     P - Mounted Patrol 
##                                    315 
##                       Q - Marked Laser 
##                                 123743 
##                     R - Unmarked Laser 
##                                   5604 
##          S - License Plate Recognition 
##                                  13412
print("Accident")
## [1] "Accident"
summary(dat$accident)
##      No 
## 1292399
print("Contributed to Accident")
## [1] "Contributed to Accident"
summary(dat$contrib_to_acc)
##      No     Yes 
## 1261498   30901
print("Belts")
## [1] "Belts"
summary(dat$belts)
##      No     Yes 
## 1247956   44443
print("Personal Injury")
## [1] "Personal Injury"
summary(dat$personal_injury)
##      No     Yes 
## 1277383   15016
print("Property Damage")
## [1] "Property Damage"
summary(dat$property_damage)
##      No     Yes 
## 1267535   24864
print("Fatal")
## [1] "Fatal"
summary(dat$fatal)
##      No     Yes 
## 1292120     279
print("Alcohol")
## [1] "Alcohol"
summary(dat$alcohol)
##      No     Yes 
## 1290191    2208
print("Work Zone")
## [1] "Work Zone"
summary(dat$work_zone)
##      No     Yes 
## 1292151     248
print("HAZMAT")
## [1] "HAZMAT"
summary(dat$hazmat)
##      No     Yes 
## 1292272     127
print("Driver Race")
## [1] "Driver Race"
summary(dat$race)
##           ASIAN           BLACK        HISPANIC NATIVE AMERICAN 
##           75454          407493          271966            2940 
##           OTHER           WHITE 
##           68738          465808
print("Driver Gender")
## [1] "Driver Gender"
summary(dat$gender)
##      F      M      U 
## 425097 865862   1440
print("Driver's License State")
## [1] "Driver's License State"
summary(dat$dl_state)
##              AB      AK      AL      AR      AS      AZ      BC      CA 
##     929      25     151     496     164       8     928      14    4424 
##      CO      CT      DC      DE      FL      GA      GU      HI      IA 
##     929     943   41768    1425    7326    3006       9     196     190 
##      ID      IL      IN      IT      KS      KY      LA      MA      MB 
##     130    1517     561      51     228     339     491    2175      63 
##      MD      ME      MH      MI      MN      MO      MS      MT      NB 
## 1123914     335       5    1056     362     488     310     152      18 
##      NC      ND      NE      NF      NH      NJ      NM      NS      NV 
##    4571     123     122       1     246    2825     340       5     326 
##      NY      OH      OK      ON      OR      PA      PE      PQ      PR 
##    5905    1739     257     164     275    8091       5       6     101 
##      QC      RI      SC      SD      SK      TN      TX      US      UT 
##      25     293    1348      49      25     891    3355     577     291 
##      VA      VI      VT      WA      WI      WV      WY      XX 
##   42858     265     132    1086     326    2894      24   17732
print("Geolocation")
## [1] "Geolocation"
summary(dat$geolocation)
##                                       
##                                 95354 
##        (39.045425, -76.9907366666667) 
##                                   551 
##        (39.0462766666667, -76.990695) 
##                                   431 
##                (39.109775, -76.91044) 
##                                   327 
## (39.0056183333333, -77.0123283333333) 
##                                   268 
##         (39.11061, -76.9897983333333) 
##                                   253 
##        (39.057555, -76.9678266666667) 
##                                   210 
##                 (39.0039, -77.036485) 
##                                   155 
##               (39.077695, -77.046385) 
##                                   128 
##         (39.1492783333333, -77.06662) 
##                                   128 
## (38.9920483333333, -77.0271333333333) 
##                                   124 
##        (39.0576633333333, -77.048375) 
##                                    85 
##        (39.1110083333333, -77.185425) 
##                                    84 
##        (39.066055, -77.1594416666667) 
##                                    82 
## (39.1708633333333, -77.2403933333333) 
##                                    79 
## (39.0991266666667, -77.0421983333333) 
##                                    75 
## (39.0951933333333, -76.9291016666667) 
##                                    66 
## (-94.6109883333333, 38.8702933333333) 
##                                    66 
## (39.0864333333333, -77.0797866666667) 
##                                    65 
##         (39.08277, -76.9485133333333) 
##                                    61 
##         (39.11469, -77.2007216666667) 
##                                    61 
## (39.1413166666667, -77.0327283333333) 
##                                    61 
## (39.0876983333333, -77.2100933333333) 
##                                    59 
##               (39.148865, -77.223045) 
##                                    59 
##        (39.075205, -76.6670333333333) 
##                                    54 
##        (39.0612233333333, -77.052935) 
##                                    53 
##         (38.9835216666667, -77.09296) 
##                                    50 
## (39.1000766666667, -77.2050283333333) 
##                                    50 
## (39.0952066666667, -76.9301433333333) 
##                                    49 
## (39.0390833333333, -77.0517433333333) 
##                                    48 
##        (39.206955, -77.1411116666667) 
##                                    47 
## (39.0905633333333, -77.1753366666667) 
##                                    46 
## (39.1468933333333, -77.0668966666667) 
##                                    46 
## (39.1515116666667, -77.1914983333333) 
##                                    46 
##        (39.0611616666667, -77.052925) 
##                                    45 
##               (39.090895, -77.175565) 
##                                    45 
##        (39.0939216666667, -77.035945) 
##                                    45 
##        (39.181755, -77.2315066666667) 
##                                    45 
##         (39.20479, -77.1403566666667) 
##                                    45 
##       (39.0162284666667, -77.0212723) 
##                                    44 
## (39.0580683333333, -77.0480666666667) 
##                                    44 
## (39.0855933333333, -77.0458966666667) 
##                                    44 
##        (39.0604666666667, -77.045235) 
##                                    42 
##         (39.01479, -77.0418983333333) 
##                                    41 
##         (39.0883333333333, -77.09129) 
##                                    41 
## (39.0457616666667, -76.9906383333333) 
##                                    40 
##               (39.058315, -77.048475) 
##                                    40 
## (39.0599033333333, -77.0486183333333) 
##                                    40 
##         (39.06579, -77.1598733333333) 
##                                    40 
##        (39.1840266666667, -77.262855) 
##                                    40 
##               (39.023495, -77.148185) 
##                                    39 
##        (39.083365, -77.0786633333333) 
##                                    39 
##        (39.1527416666667, -77.067275) 
##                                    39 
##                (39.042745, -76.98978) 
##                                    38 
##        (39.0834266666667, -76.944005) 
##                                    38 
##               (39.085005, -77.078335) 
##                                    38 
##        (38.985065, -77.0934416666667) 
##                                    37 
##                 (38.99583, -77.03795) 
##                                    36 
## (39.0577016666667, -77.0479266666667) 
##                                    36 
##         (39.14775, -77.2349983333333) 
##                                    36 
##         (39.1782283333333, -77.23708) 
##                                    36 
## (39.0522266666667, -77.1102133333333) 
##                                    35 
## (39.1804316666667, -77.2693883333333) 
##                                    35 
##                 (39.02247, -76.97549) 
##                                    34 
## (39.0273666666667, -77.2154166666667) 
##                                    34 
## (39.0576533333333, -77.0469266666667) 
##                                    34 
##                 (39.07127, -77.16305) 
##                                    34 
##        (39.183995, -77.2631066666667) 
##                                    34 
## (39.0579833333333, -77.0482666666667) 
##                                    33 
##        (39.058245, -77.0479833333333) 
##                                    33 
## (39.0612116666667, -77.0529216666667) 
##                                    33 
##         (39.06939, -77.1619316666667) 
##                                    33 
## (39.0695466666667, -77.1619083333333) 
##                                    33 
##         (39.15541, -77.0301133333333) 
##                                    33 
##         (39.1838916666667, -77.26308) 
##                                    33 
##         (39.1842116666667, -77.26326) 
##                                    33 
## (39.1944533333333, -77.2456766666667) 
##                                    33 
## (39.3947683333333, -77.4467716666667) 
##                                    33 
## (39.0480133333333, -76.9929683333333) 
##                                    32 
## (39.0550466666667, -77.0831416666667) 
##                                    32 
## (39.0584266666667, -77.0479483333333) 
##                                    32 
## (39.0585016666667, -77.0480666666667) 
##                                    32 
##        (39.0614183333333, -77.053975) 
##                                    32 
##                 (39.10975, -77.21038) 
##                                    32 
## (39.1607066666667, -77.2322583333333) 
##                                    32 
## (39.1640533333333, -77.1478983333333) 
##                                    32 
## (39.2202583333333, -77.1748083333333) 
##                                    32 
##        (39.2268883333333, -77.255355) 
##                                    32 
##                (38.97339, -77.122745) 
##                                    31 
##        (39.0363033333333, -77.053485) 
##                                    31 
##      (39.05798435, -77.0479881833333) 
##                                    31 
## (39.0609866666667, -77.0473433333333) 
##                                    31 
##        (39.082765, -77.1354633333333) 
##                                    31 
## (39.0972928833333, -76.9429169166667) 
##                                    31 
##         (39.11235, -77.2375183333333) 
##                                    31 
##         (39.1578033333333, -77.07352) 
##                                    31 
##        (39.183895, -77.2627966666667) 
##                                    31 
##        (38.9734116666667, -77.122745) 
##                                    30 
## (38.9815466666667, -77.0881166666667) 
##                                    30 
##                               (Other) 
##                               1190756
print("Color")
## [1] "Color"
summary(dat$color)
##                   BEIGE       BLACK        BLUE  BLUE, DARK BLUE, LIGHT 
##        1746       15047      259499       94814       27111       17221 
##      BRONZE       BROWN  CAMOUFLAGE      CHROME      COPPER       CREAM 
##        2964        6021          24          27         414         837 
##        GOLD        GRAY       GREEN   GREEN, DK  GREEN, LGT      MAROON 
##       41177      141092       49520       14457        7345       22408 
##  MULTICOLOR         N/A      ORANGE        PINK      PURPLE         RED 
##        1021       14381        4538         188        2524      101733 
##      SILVER         TAN       WHITE      YELLOW 
##      236828       27015      197558        4889

We can see that agency and accident only have one factor level, so we can leave them out of our analysis later. We only have a few things we need to recode here.

First, in our color column, we have some blank values (“”) and some N/A values. We’ll want to replace those with R’s recognized NA character. This is pretty easy, using the str_replace function from before:

dat$color <- str_replace(dat$color, "^$", NA_character_)
dat$color <- str_replace(dat$color, "N/A", NA_character_)

dat$color <- as.factor(dat$color)
levels(dat$color)
##  [1] "BEIGE"       "BLACK"       "BLUE"        "BLUE, DARK"  "BLUE, LIGHT"
##  [6] "BRONZE"      "BROWN"       "CAMOUFLAGE"  "CHROME"      "COPPER"     
## [11] "CREAM"       "GOLD"        "GRAY"        "GREEN"       "GREEN, DK"  
## [16] "GREEN, LGT"  "MAROON"      "MULTICOLOR"  "ORANGE"      "PINK"       
## [21] "PURPLE"      "RED"         "SILVER"      "TAN"         "WHITE"      
## [26] "YELLOW"

We can see that we now have fewer levels for color.

Subagency and geolocation also have some blanks that we’ll code as NA and we’ll recode state XX for driver’s license state as NA. We’ll also code state US as NA, since we don’t have a state and it’s not an international abbreviation, and we’ll combine PQ and QC since PQ is the French abbreviation for Quebec (QC).

#R will implicitly convert these to character
dat$subagency <- str_replace(dat$subagency, "^$", NA_character_)
dat$geolocation <- str_replace(dat$geolocation, "^$", NA_character_)
dat$dl_state <- str_replace(dat$dl_state, "XX", NA_character_)
dat$dl_state <- str_replace(dat$dl_state, "US", NA_character_)
dat$dl_state <- str_replace(dat$dl_state, "PQ", "QC")

#we'll leave geolocation as character but convert the others back
dat$subagency <- as.factor(dat$subagency)
dat$dl_state <- as.factor(dat$state)

Phew. Okay, deep breath. Our data is clean!

One last thing we might want to do with this data is have a separate dataset where we remove duplicates. Each traffic violation is entered separately, but a single traffic stop could have several different charges. If we remove variables like description and violation type that could differentiate charges for a single stop, we can remove duplicate traffic stops. This would be useful for exploring things like the distribution of years of vehicles without the data being influenced by repeated observations. However, we may still want to have the original dataset for exploring things like types of violations.

We’ll use the distinct() function, which removes duplicate rows, to do this.

dat_nodup <- select(dat, -c(description, violation_type, charge, article)) %>% distinct()

Exploratory Data Analysis

The next step is to do some exploratory data analysis, or EDA. The purpose of EDA is to get a good look at the data using statistics and visualizations, so we have a better idea of where we might want to go from there as far as analysis.

An excellent tool that we can use for data visualization and graphs is ggplot2, which is part of tidyverse. ggplot allows us to think about graphing our data in 3 pieces: 1. The data: What data are we plotting?
2. The mapping: How does that data map to various attributes (such as the axes)?
3. The geometric representation: How do we want to visually represent data points?

This is called the grammar of graphics.

Let’s start with a simple example. Say we want to see the distribution of the vehicle colors. We can create a bar chart with ggplot2. (See this cool cheatsheet for help deciding what kind of graph you might want to use for your data!)

A ggplot is built in layers. Each layer is added using a “+” sign. Here, we’ll use dat as our data, map x to the variable “color” inside the aes() function, and add a layer that tells ggplot to make a bar graph.

color_bar <- ggplot(data = dat_nodup, aes(x=color)) + geom_bar()
color_bar

Not bad! Unfortunately, the labels on the x-axis are hard to read, and the graph is just kind of ugly in general. Fortunately, there are ways to fix this.

We’ll rotate the axis labels, add a title, and change the color of the bars.

color_bar <- ggplot(data = dat_nodup, aes(x=color)) + geom_bar(fill="lightblue", color="darkblue") + theme(axis.text.x = element_text(angle=90)) + ggtitle("Vehicle Colors")
color_bar

That looks a little nicer! There are all kinds of things that can be done with ggplot, and I encourage you to experiment with it.

The graph is also useful to look at–it tells us that the most common colors for cars in this dataset are black, silver, white, and gray. Maybe later we could look at what types of violations are most common for each car color.

We can also use our numeric variables in conjunction with our categorical variables. For example, perhaps we want to see what the distribution of vehicle years is based on the vehicle color.

color_year <- ggplot(data = dat_nodup, aes(x=color, y=year)) + geom_boxplot() + theme(axis.text.x = element_text(angle=90))
color_year
## Warning: Removed 8450 rows containing non-finite values (stat_boxplot).

This displays a boxplot showing the distribution of years, broken down by each color of car. Boxplots show us where the median, first quartile, and third quartile are, and we can also see outliers represented as dots. We can tell, for example, that gray cars in this dataset are, on average, a little bit newer than gold cars, but that there’s also a much bigger spread of years for gray cars than gold cars.

We can change the type of plot we use by simply changing the geometric representation:

color_year <- ggplot(data = dat_nodup, aes(x=color, y=year)) + geom_violin() + theme(axis.text.x = element_text(angle=90))
color_year
## Warning: Removed 8450 rows containing non-finite values (stat_ydensity).

We can also create plots using one or more numeric variables. The geometric representation in this case will be a point, but you can also use other representations, such as text. (We’re going to just plot a sample of our data here, since there is so much of it!)

dat2 <- sample_n(dat_nodup, 500)
date_time <- ggplot(data = dat2, aes(x=date_of_stop, y=year)) + geom_point()
date_time
## Warning: Removed 4 rows containing missing values (geom_point).

You can map variables to attributes other than the x and y axis as well. For example, color or size–we’ll use color here.

date_time <- ggplot(data = dat2, aes(x=date_of_stop, y=year, color=property_damage)) + geom_point()
date_time
## Warning: Removed 4 rows containing missing values (geom_point).

This graph is the same as the previous graph, but the points for traffic violations that involved property damage are in blue, while the points for those that didn’t involve property damage are in red.

We don’t have a lot of numeric data to work with, but we can still explore some statistics about the data we do have. Let’s look at year.

year_hist <- ggplot(data = dat_nodup, aes(x=year)) + geom_histogram()
year_hist
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Warning: Removed 8450 rows containing non-finite values (stat_bin).

We can see visually from this histogram that the data for year appears to be pretty skewed. There are a lot more vehicles from recent years than there are from years prior to 2000 or so. The peak of the distribution, or the mean (average) is somewhere in the mid-2000s. We can also have R give us summary statistics, as we saw earlier:

summary(dat_nodup$year)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##    1920    2002    2006    2006    2011    2018    8450

This summary tells us that the mean, as suspected, is 2006. The median is also 2006. The mean can be affected by really big or really small values, while the median, as the “middle” observation, is not. Since they are both the same, this means that the data is actually not that skewed–there are a few outliers, which we know since the graph goes back to the early 1900s, but there are so few that they are not having a large effect on the mean. We can also note that the distance between the 1st quartile and the median (that is, the 25th percentile and the 50th percentile) and the distance between the median and the 3rd quartile (that is, the 50th percentile and the 75th percentile) is pretty similar. This tells us that the distribution on both sides of the median is pretty even.

What if we want to actually identify which observations are outliers? We can do this! Outliers can be considered either observations which are more than k standard deviations from the mean or observations which are outside k times the IQR, or interquartile range (the range containing the middle 50% of the data). We’ll use the standard deviation here to identify observations that lie more than 2 standard deviations from the mean.

std_dev_year <- sd(dat_nodup$year, na.rm = TRUE) #calculate standard deviation of year
dat_nodup$year_z_score <- (dat_nodup$year - 2006)/std_dev_year #standardize year
year_outliers <- filter(dat_nodup, year_z_score > 2 | year_z_score < (-2)) #filter observations with large standard deviation
head(year_outliers)
##   date_of_stop time_of_stop agency                   subagency
## 1   2013-10-08     13:23:00    MCP       4th district, Wheaton
## 2   2015-10-25     11:17:00    MCP 3rd district, Silver Spring
## 3   2013-09-12     09:44:00    MCP      2nd district, Bethesda
## 4   2013-05-02     10:15:00    MCP       4th district, Wheaton
## 5   2013-10-09     10:00:00    MCP       4th district, Wheaton
## 6   2013-11-18     00:39:00    MCP      2nd district, Bethesda
##         arrest_type                          location      lat      long
## 1 A - Marked Patrol          GEORGIA AVE / BEL PRE RD 39.09338 -77.07955
## 2 A - Marked Patrol               RT. 29/ STEWART LN. 39.04821 -76.98472
## 3 A - Marked Patrol N/B ROCKVILLE PIKE @ MARINELLI RD 39.05518 -77.11704
## 4 A - Marked Patrol          RANDOLPH RD./BLUHILL RD. 39.05899 -77.06403
## 5 A - Marked Patrol     ASPEN HILL RD AT CONNNECTICUT 39.08037 -77.08193
## 6 A - Marked Patrol      N/B 270 AT OLD GEORGETOWN RD 39.02748 -77.11171
##                             geolocation accident contrib_to_acc belts
## 1 (39.0933833333333, -77.0795516666667)       No             No    No
## 2        (39.048205, -76.9847216666667)       No             No    No
## 3 (39.0551775666667, -77.1170414833333)       No             No    No
## 4             (39.058988, -77.06402855)       No             No    No
## 5 (39.0803716666667, -77.0819316666667)       No             No    No
## 6           (39.02747605, -77.11171465)       No             No    No
##   personal_injury property_damage fatal alcohol work_zone hazmat state
## 1              No              No    No      No        No     No    MD
## 2              No              No    No      No        No     No    MD
## 3              No              No    No      No        No     No    VA
## 4              No              No    No      No        No     No    MD
## 5              No              No    No      No        No     No    MD
## 6              No              No    No      No        No     No    MD
##          veh_type year   make   model color comm_veh     race gender
## 1 02 - Automobile 1993   FORD  PICKUP BLACK       No HISPANIC      M
## 2 02 - Automobile 1991  LEXUS      4S BLACK       No    BLACK      M
## 3 02 - Automobile 1994  DODGE PICK UP BLACK       No    ASIAN      M
## 4 02 - Automobile 1990  ACURA INTEGRA   RED       No    WHITE      M
## 5 02 - Automobile 1994 TOYOTA COROLLA   TAN       No    BLACK      F
## 6 02 - Automobile 1990  LEXUS     4DR   TAN       No    WHITE      M
##     driver_city driver_state dl_state comm_license year_z_score
## 1    BELTSVILLE           MD       MD           No    -2.188250
## 2    WASHINGTON           DC       MD          Yes    -2.524904
## 3     ROCKVILLE           MD       VA           No    -2.019923
## 4       ADELPHI           MD       MD           No    -2.693231
## 5 SILVER SPRING           MD       MD           No    -2.019923
## 6    GERMANTOWN           MD       MD           No    -2.693231

One more thing to note: we do have some missing data. However, there’s really no good way to impute the data in this case. We can’t know, for example, the state of a driver’s license, and simply using the average year to replace the missing values for the car’s year doesn’t really make much sense in this case. We simply have to accept that we have some missing values. On the bright side, we have so much data that for the most part, a few missing values won’t make much of a difference to our analysis.

Okay. Now that we have a sense of how we can explore data, let’s ask a few specific questions about our data that might help us decide what we want to analyze later.

Do certain dates or times of day have more traffic violations?

dates <- ggplot(data = dat_nodup, aes(x = date_of_stop)) + geom_histogram()
dates
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Interestingly, there seems to have been a peak in number of traffic stops around the year 2015.

times <- ggplot(data = dat_nodup, aes(x = time_of_stop)) + geom_histogram()
times
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

There is a definite pattern in the time of day when traffic stops take place. They seem to peak around 9 a.m. (rush hour) and a bit before midnight and be lowest around 5 a.m. (presumably when most people are still asleep), with a couple smaller peaks and dips throughout the day.

What’s the distribution of gender and race?

summary(dat_nodup$gender)
##      F      M      U 
## 264912 472653   1213
ggplot(data=dat_nodup, aes(x=gender)) + geom_bar()

summary(dat_nodup$race)
##           ASIAN           BLACK        HISPANIC NATIVE AMERICAN 
##           48849          218158          133459            1779 
##           OTHER           WHITE 
##           42928          293605
ggplot(data=dat_nodup, aes(x=race)) + geom_bar()

What’s the distribution for violation types?

summary(dat$violation_type)
## Citation    ESERO     SERO  Warning 
##   607150    64224      922   620103
ggplot(data=dat, aes(x=violation_type)) + geom_bar()

Now that we have a better idea of the data we’re working with, the next step is to see if we can use the data for predictions.

Statistical & Machine Learning

Now we get to the fun part–actually getting to learn something interesting from our data! The question we are going to attempt to answer is: Can we predict whether someone will receive an actual citation or not based on superficial characteristics like race and gender? In light of recent years’ news about police behavior and discrimination, it will be interesting to see if race and gender are enough to predict citations.

The first step is getting our data into the form we want. Since we’re just interested in 2 outcomes–received a citation or did not receive a citation–let’s code citations as TRUE and non-citations (Warning, ESERO, SERO) as FALSE. We’re using our full dataset (the one with “duplicates”) because we are interested in the violation type. A single stop could have multiple violations, and we want to consider all of them.

dat$citation <- dat$violation_type == "Citation"
head(dat)
##   date_of_stop time_of_stop agency
## 1   2013-09-24     17:11:00    MCP
## 2   2017-08-29     10:19:00    MCP
## 3   2014-12-01     12:52:00    MCP
## 4   2017-08-29     09:22:00    MCP
## 5   2017-08-28     23:41:00    MCP
## 6   2013-08-27     00:55:00    MCP
##                                         subagency
## 1                     3rd district, Silver Spring
## 2                          2nd district, Bethesda
## 3 6th district, Gaithersburg / Montgomery Village
## 4                     3rd district, Silver Spring
## 5 6th district, Gaithersburg / Montgomery Village
## 6                          2nd district, Bethesda
##                                                                                        description
## 1                                           DRIVING VEHICLE ON HIGHWAY WITH SUSPENDED REGISTRATION
## 2                       DRIVER FAILURE TO OBEY PROPERLY PLACED TRAFFIC CONTROL DEVICE INSTRUCTIONS
## 3                                                               FAILURE STOP AND YIELD AT THRU HWY
## 4                                                             FAILURE YIELD RIGHT OF WAY ON U TURN
## 5         FAILURE OF DR. TO MAKE LANE CHANGE TO AVAIL. LANE NOT IMMED. ADJ. TO STOPPED EMERG. VEH,
## 6 NEGLIGENT DRIVING VEHICLE IN CARELESS AND IMPRUDENT MANNER ENDANGERING PROPERTY, LIFE AND PERSON
##   violation_type      charge                article       arrest_type
## 1       Citation   13-401(h) Transportation Article A - Marked Patrol
## 2       Citation  21-201(a1) Transportation Article A - Marked Patrol
## 3       Citation   21-403(b) Transportation Article A - Marked Patrol
## 4       Citation   21-402(b) Transportation Article A - Marked Patrol
## 5       Citation  21-405(e1) Transportation Article A - Marked Patrol
## 6       Citation 21-901.1(b) Transportation Article A - Marked Patrol
##                                 location      lat      long
## 1                        8804 FLOWER AVE       NA        NA
## 2                  WISCONSIN AVE@ ELM ST 38.98172 -77.09276
## 3 CHRISTOPHER AVE/MONTGOMERY VILLAGE AVE 39.16289 -77.22909
## 4        CHERRY HILL RD./CALVERTON BLVD. 39.05698 -76.95463
## 5             355 @ SOUTH WESTLAND DRIVE       NA        NA
## 6           CONNECTICUT/CHEVY CHASE LAKE       NA        NA
##                             geolocation accident contrib_to_acc belts
## 1                                  <NA>       No             No    No
## 2        (38.981725, -77.0927566666667)       No             No    No
## 3 (39.1628883333333, -77.2290883333333)       No             No    No
## 4        (39.056975, -76.9546333333333)       No             No    No
## 5                                  <NA>       No             No    No
## 6                                  <NA>       No             No    No
##   personal_injury property_damage fatal alcohol work_zone hazmat state
## 1              No              No    No      No        No     No    MD
## 2              No              No    No      No        No     No    VA
## 3              No             Yes    No      No        No     No    MD
## 4              No             Yes    No      No        No     No    MD
## 5              No              No    No      No        No     No    MD
## 6              No              No    No      No        No     No    MD
##          veh_type year        make   model  color comm_veh  race gender
## 1 02 - Automobile 2008        FORD      4S  BLACK       No BLACK      M
## 2 02 - Automobile 2001      TOYOTA COROLLA  GREEN       No WHITE      F
## 3 02 - Automobile 2001       HONDA  ACCORD SILVER       No BLACK      F
## 4 02 - Automobile 1998        DODG  DAKOTA  WHITE       No BLACK      M
## 5 02 - Automobile 2015 MINI COOPER      2S  WHITE       No WHITE      M
## 6 02 - Automobile 2013     HYUNDAI ELANTRA   GRAY       No WHITE      F
##       driver_city driver_state dl_state comm_license citation
## 1     TAKOMA PARK           MD       MD           No     TRUE
## 2 FAIRFAX STATION           VA       VA           No     TRUE
## 3  UPPER MARLBORO           MD       MD           No     TRUE
## 4 FORT WASHINGTON           MD       MD           No     TRUE
## 5    GAITHERSBURG           MD       MD           No     TRUE
## 6   SILVER SPRING           MD       MD           No     TRUE

Next, we need to divide our data into a training set and a testing set. We want to train the model on the training set, and then test how good it is on the testing data. Here, we’ll just split our data in half using a random sample.

set.seed(5678)
#take a sample of nrow(dat)/2 rows from dat by selecting half the index numbers
train_indices <- sample(nrow(dat), nrow(dat)/2)
#assign the rows with the sampled indices to the training set
train_set <- dat[train_indices,]
#assign the remainder of the rows to the test set
test_set <- dat[-train_indices,]

Since this is a classification problem, meaning that we are predicting one of two categories (rather than a numeric value), we will use logistic regression instead of linear regression. Our equation will end up being: \[log \frac{p(x)}{1-p(x)} = B_0 + B_{race1} + B_{race2} +B_{race3} +B_{race4} +B_{race5} +B_{gender1}+B_{gender2}\]
where \[p(x)\] is the probability that someone receives a citation given their particular race and gender. We can notate this as \[p(x) = p(\]citation | \[race, gender)\].

Here, we are building a linear model, but using log-odds. This response will be the odds ratio, and this odds ratio, along with some simple calculations, will give us the probability of a particular person getting a citation.

Why do we have 5 race variables and 2 gender variables? Well, since race and gender are categorical variables, they do not have numeric values. However, we still want to use them in our analysis, so we treat them as what’s called “dummy variables.” The way these dummy variables work, is that we create a variable for each level of a factor. For gender, for example, we have three levels (or categories): male, female, and unknown. For each level, we create a variable that indicates whether this is the case for the observation. For example, a traffic violation with a female driver would have a value of 0 for gender_male, 1 for gender_female, and 0 for gender_unknown. A male driver would have a value of 1 for gender_male, 0 for gender_female, and 0 for gender_unknown.

Okay. But then why do we only have 2 gender variables in the model? There are two reasons:
1. If we had all three in the model, the three variables would be so highly correlated with each other that R would refuse to fit the model! We wouldn’t be able to get any meaningful information from them.
2. We need a variable to serve as a baseline. This means that the variable that is left out is the one that the coefficients are compared to. For example: Let’s say the coefficient for gender_male is 3.0, and we have gender_female as the baseline. For a driver with gender male, the values for the gender dummy variables are gender_male = 1, gender_female = 0, and gender_unknown = 0. When these values are plugged into the model, the coefficient for gender_unknown is multiplied by 0, so it disappears. gender_female isn’t in the model, and the coefficient for gender_male, 3.0, is multiplied by the value for gender_male, 1. This means that the response, or the log-odds, increases by 3.0 when the gender of the driver is male. Because of the log, this means that the odds themselves increase by \[e^{3.0}\].

In R, we can build a logistic regression model using the glm() function. GLM stands for generalized linear model.

We’ll need the broom library, which cleans up the output of some statistical functions to make it nicer to use.

The glm() function’s first argument is the data you want to base the model on, using the general format of response ~ predictor1 + predictor2 + …

library(broom)

log_fit <- glm(citation ~ race + gender, data=train_set, family=binomial)
log_fit %>% 
  tidy() %>% 
  knitr::kable(digits=4)
term estimate std.error statistic p.value
(Intercept) -0.6094 0.0111 -55.0995 0.0000
raceBLACK 0.3620 0.0114 31.6829 0.0000
raceHISPANIC 0.5386 0.0119 45.3541 0.0000
raceNATIVE AMERICAN 0.0993 0.0541 1.8343 0.0666
raceOTHER 0.0788 0.0153 5.1578 0.0000
raceWHITE 0.1993 0.0113 17.5927 0.0000
genderM 0.2720 0.0054 50.4185 0.0000
genderU -1.2312 0.1074 -11.4637 0.0000

Our final equation: \[log \frac{p(citation)}{1-p(citation)} = -0.6094 + 0.3620BLACK + 0.5386HISPANIC + 0.0993NATIVEAMERICAN + 0.0788OTHERRACE + 0.1993WHITE + 0.2720MALE - 1.2312UNKNOWNGENDER\]

Our baseline, then, is Asian for race and female for gender.

Okay, but how do we know if the estimates are even valid? We can tell by using hypothesis testing. Basically, this means we are testing how likely it is that the estimate we got is due only to chance. We’ll go through the test for one of our coefficients:

First, we state our null hypothesis. This means the thing that we default to without doing this test. In this case, without doing a hypothesis test, we don’t have enough evidence to say that the coefficient for BLACK (meaning, the effect that being black has on the log-odds) is anything other than 0–in other words, being black makes no difference.
\[H_0\]: \[B_{BLACK} = 0\]
Next, we state our alternative hypothesis. This means the thing that we are trying to prove. Here, we are trying to show that being black does have an effect on the odds of getting a citation. \[H_a: B_{BLACK} \neq 0\]
Next, we need a decision rule to decide when we will reject or not reject our null hypothesis. For logistic regression, we use a Z-statistic (which standardizes the data using the mean and standard deviation) and the p-value associated with that statistic in the standard normal distribution. A small p-value is good! The cutoff for when to reject the null hypothesis is fairly arbitrary, but 0.05 tends to be commonly used.
Decision rule: We will reject the null hypothesis if the p-value from our Z-statistic is < 0.05, and will fail to reject the null hypothesis otherwise.
The R output gives us the Z-statistic–here, it is 31.6829–and our p-value is 0. This is less than our chosen significance level of 0.05, so we reject the null hypothesis and conclude that BLACK is a significant predictor of the log-odds for citations.

Looking at the output, the only predictor that is not significant at alpha = 0.05 is NATIVEAMERICAN, but since it’s not much bigger than that and because the other race categorical variables are significant, we’ll leave it in the model. (Otherwise, we could remove it, in which case it would become part of the baseline and the effects of the other race coefficients would be compared to the effects of being in the group composed of Asians and Native Americans).

All right! Our model looks good, it checks out statistically–now let’s see how it performs! We’ll use the model to make predictions on the testing set, and then calculate how many errors the model makes.

We’ll use the predict.glm() function to make predictions. Because we set the type of prediction to “response,” the predictions will be in the form of probabilities. For logistic regression, we will use 0.5 as our cutoff, meaning that any observation with predicted probability greater than or equal to 0.5 (50%) will be classified as TRUE (meaning, got a citation) and any observation with predicted probability less than 0.5 will be classified as FALSE (meaning, did not get a citation). We’ll make a table showing the true value of the data in our test set (the observed side of the table) and what our model predicted for that data (the predicted side of the table).

dat_prediction <- predict(object = log_fit, newdata=test_set, type="response")
print(table(predicted=dat_prediction > 0.5, observed=test_set$citation))
##          observed
## predicted  FALSE   TRUE
##     FALSE 229578 177327
##     TRUE  112762 126533

Now we can calculate how well our model did. We’ll calculate the error rate, or the rate of observations our model predicted incorrectly, by dividing the number of wrong predictions by the number of total predictions.

incorrect_pred <- 177327 + 112762
total_pred <- 229578 + 177327 + 112762 + 126533
error_rate <- incorrect_pred/total_pred * 100
error_rate
## [1] 44.89152

Wow. Our model was wrong almost 45% of the time! It seems like our model isn’t very good at predicting citations–it’s only 55% accurate.

So what conclusion can we draw from this? It seems that we actually can’t predict whether someone in Montgomery County will receive a citation based on just their race and gender, at least not with any good measure of accuracy. This is good news! It means that police officers in Montgomery County aren’t obviously biased based on these characteristics. However, there are a lot of other factors that we don’t have data on in this dataset–are proportionally more people of a certain race pulled over than their representation in the population would suggest? Do males and females drive differently? Gathering more data and combining it with the data in this dataset could be an interesting exercise!

As a last fun note, let’s do a little data visualization! Since we have geolocation data for much of the dataset, let’s create a map so we can see visually how certain characteristics are distributed physically. For this tutorial, we’ll create a map plotting the gender of the drivers in traffic violations.

We’re going to use the Leaflet library for this. Leaflet is designed for interactive maps.

We’ll go over in more detail what each part of this code chunk does after it runs.

library(leaflet)

First, we sample the data, since we have so much.

dat_sample <- sample_frac(dat, 0.01)

Next, we create a function called gender_palette that maps colors to the gender values.

gender_palette <- colorFactor(c("purple", "red", "green"), domain = c("M","F","U"))

Then, we create our map. We add a tile layer to it, then we set the default view using latitude and longitude coordinates. We add circle markers to mark each point based ont he latitude and longitude. We can set different aesthetic parameters using radius, stroke, fillOpacity, and fillColor (there are other attributes possible, too!). fillColor is assigned our previously created color-mapping function. We add pop-up labels with the description of the charge with the label attribute. Finally, we create a legend for the map.

mc_map <- leaflet(dat_sample) %>%
  addTiles() %>%
  setView(lat=39.15, lng=-77.24, zoom=10) %>%
  addCircleMarkers(lng = dat_sample$long, lat = dat_sample$lat,
    radius = 3,
    stroke = FALSE,
    fillOpacity = 1,
    fillColor = ~gender_palette(gender),
    label=dat_sample$description) %>%
  addLegend(position="bottomright", colors=c("purple","red","green"), labels=c("Male","Female","Unknown"))
## Warning in validateCoords(lng, lat, funcName): Data contains 930 rows with
## either missing or invalid lat/lon values and will be ignored
mc_map

And there you have it! You have just gone through the data science process, from cleaning up your data, to exploring it, to learning with it, to visualizing it. I encourage you to continue to explore and have fun!